{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"building_\", \"score\": 0.4453125, \"detail\": {\"landmarks\": []}}, {\"name\": \"outdoor_\", \"score\": 0.00390625, \"detail\": {\"landmarks\": []}}, {\"name\": \"outdoor_house\", \"score\": 0.21484375, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"Grey\", \"dominantColorBackground\": \"White\", \"dominantColors\": [\"White\", \"Grey\"], \"accentColor\": \"949635\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"grass\", \"outdoor\", \"house\", \"garden\"], \"captions\": [{\"text\": \"a statue on a pedestal in front of a building\", \"confidence\": 0.4367276728153229}]}, \"requestId\": \"37f3ee7a-c077-454b-8008-f971b63ddc79\", \"metadata\": {\"height\": 577, \"width\": 796, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 输入终结点\n",
    "endpoint = \"https://view-summer.cognitiveservices.azure.com/\"\n",
    "# 输入密钥\n",
    "subscription_key = \"a11059e389a44583916a080880f590e6\"\n",
    "\n",
    "analyze_url = endpoint + \"vision/v3.1/analyze\"   #https://view-summer.cognitiveservices.azure.com/vision/v3.1/analyze\n",
    "#放置图片\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603549983506&di=8dab97f2897ed901c76aa618ade6cbfa&imgtype=0&src=http%3A%2F%2F5b0988e595225.cdn.sohucs.com%2Fimages%2F20171106%2Fbe2143985ad348b3a9d6d9378a7ffadd.jpeg\"\n",
    "# 请求的头部信息\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 请求参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主题Body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分析本地图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'abstract_shape', 'score': 0.34765625}, {'name': 'others_', 'score': 0.07421875}, {'name': 'outdoor_', 'score': 0.00390625, 'detail': {'landmarks': []}}], 'color': {'dominantColorForeground': 'Yellow', 'dominantColorBackground': 'White', 'dominantColors': ['White', 'Yellow'], 'accentColor': 'C48107', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['icon'], 'captions': [{'text': 'icon', 'confidence': 0.04989895597100258}]}, 'requestId': 'aad62268-69db-4fc9-a14e-5b9141413da7', 'metadata': {'height': 330, 'width': 500, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    " # 用自己的终结点替换\n",
    "analyze_url = \"https://view-summer.cognitiveservices.azure.com/\" + \"vision/v3.1/analyze\"\n",
    "image_path = \"C:/Users/ASUS/Pictures/Saved Pictures/good.jpg\"   #需要分析的图片路径\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "# 请求的头部信息\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"236e247ef32e4f61a71202de77cb8266\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "#请求的body\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 生成缩略图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 250-by-250\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import matplotlib.pyplot as plt \n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "#HTTP (更换自己的终结点)\n",
    "thumbnail_url = \"https://view-summer.cognitiveservices.azure.com/\" + \"vision/v2.1/generateThumbnail\"\n",
    "#放入需要压缩的图片\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603551129796&di=01f7ce446ef436ffbd696ea4d47fd448&imgtype=0&src=http%3A%2F%2F5b0988e595225.cdn.sohucs.com%2Fimages%2F20190519%2F1c7cb7fe17ee4c2fa031d24e2cc86af0.jpeg\"\n",
    "#请求的头部信息\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"236e247ef32e4f61a71202de77cb8266\"}\n",
    "#请求的body\n",
    "params = {'width': '250', 'height': '250', 'smartCropping': 'true'}     #填写想要压缩图片的尺寸\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 提取文本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-24T12:38:26Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T12:38:26Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T12:38:26Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T12:38:26Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": 0.1057,\n",
      "                \"width\": 324,\n",
      "                \"height\": 324,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            25,\n",
      "                            144,\n",
      "                            296,\n",
      "                            144,\n",
      "                            296,\n",
      "                            180,\n",
      "                            25,\n",
      "                            179\n",
      "                        ],\n",
      "                        \"text\": \"CONVERA.\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    26,\n",
      "                                    145,\n",
      "                                    296,\n",
      "                                    145,\n",
      "                                    296,\n",
      "                                    181,\n",
      "                                    26,\n",
      "                                    178\n",
      "                                ],\n",
      "                                \"text\": \"CONVERA.\",\n",
      "                                \"confidence\": 0.72\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            170,\n",
      "                            300,\n",
      "                            297,\n",
      "                            300,\n",
      "                            297,\n",
      "                            315,\n",
      "                            170,\n",
      "                            316\n",
      "                        ],\n",
      "                        \"text\": \"I+ Redocn.com\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    174,\n",
      "                                    301,\n",
      "                                    210,\n",
      "                                    301,\n",
      "                                    210,\n",
      "                                    315,\n",
      "                                    174,\n",
      "                                    316\n",
      "                                ],\n",
      "                                \"text\": \"I+\",\n",
      "                                \"confidence\": 0.617\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    223,\n",
      "                                    301,\n",
      "                                    297,\n",
      "                                    302,\n",
      "                                    297,\n",
      "                                    315,\n",
      "                                    223,\n",
      "                                    315\n",
      "                                ],\n",
      "                                \"text\": \"Redocn.com\",\n",
      "                                \"confidence\": 0.967\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "import matplotlib.pyplot as plt       \n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "text_recognition_url = 'https://view-summer.cognitiveservices.azure.com/' + \"/vision/v3.1/read/analyze\"  \n",
    "subscription_key='a11059e389a44583916a080880f590e6' #输入密钥\n",
    "image_url = \"https://ss3.bdstatic.com/70cFv8Sh_Q1YnxGkpoWK1HF6hhy/it/u=2213697448,1387914581&fm=26&gp=0.jpg\"  #放入需要分析的图片\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    print(json.dumps(analysis, indent=4))\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分析域模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 地标识别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'landmarks': [{'name': 'Colosseum', 'confidence': 0.9999810457229614}]}, 'requestId': '057a3d72-c41d-4d0d-8f78-8b801dd57c4b', 'metadata': {'height': 768, 'width': 1024, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "landmark_analyze_url = 'https://view-summer.cognitiveservices.azure.com/' + \"vision/v3.1/models/landmarks/analyze\"\n",
    "subscription_key='a11059e389a44583916a080880f590e6'\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603554253073&di=063fc4b96181013fca651967e0f8d150&imgtype=0&src=http%3A%2F%2Fpic3.bbzhi.com%2Ffengjingbizhi%2Fshijiefengguangmingshengbizhi%2Fshow_fengjingou_272292_2.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'landmarks'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    landmark_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant landmark for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"landmarks\"] is not []\n",
    "print(analysis)\n",
    "landmark_name = analysis[\"result\"][\"landmarks\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the landmark name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(landmark_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 名人识别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'celebrities': [{'name': 'Yuan Longping', 'confidence': 0.9997442364692688, 'faceRectangle': {'left': 765, 'top': 471, 'width': 380, 'height': 380}}]}, 'requestId': 'dfe9018f-030f-4456-bb19-75aec2abd457', 'metadata': {'height': 1333, 'width': 2000, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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waKt2pAvBCTj3cqFnWMPCxmZ4nyzXhWTE4vgHRogFH3tlMH2nc/uLV5bLYBlMKlH1Bzp26W/TsaawzdgE5Kb15RjLYwxYx5ifa2IaA6FYXiF/t9xTgCYEuFPNFT5Ac/t+rG5iDLIf4zDsa3HzhquTj6XbOvjCbuN8dRjroz6TgDGnL2B304Xc5HOo9reLWvCTxyMubQb9AD3J8MiGsD7Ih5Wuy/DwTzCYA087gXB+jXM/LINbHl+YGx4aZD6ZnWufgOrqwNcgXXpPyKHsHSvtgHSsTP46H+oZ7pi+WdpmJqeDxO18IXCLAcAxrc8vAmQhdxvbmq8PTGGdtt9UYA3pPaava5v8vGyv+/WZDmKMOTwRxie1UN8IMeopgH7bMvvSxUlJr4/7OaUYhrhuEqDaA08gjo+gQjdzdeGnbx/nkLpb1NlLvONCrwNQYcVh2DCnFXeQYONxJy40gCMgGfILpXU7fKuXvUT32c1subY0c+ykbT7aAtUwgPdyjjUWZAq2zva9f/D77atT6yp07+rj7rj76nrMZhYbcFOA6LZLSzvdVGB1/W7bRna8rs1ioOj63aaOQpPB8Y1w1v8xF2OmvjxCk+ltbKFT8vH5T5lMYjjSuUnnULtG6oAwppCbxhhjAaf/yZ3j8v8ARv2vf6bz5eVjalOu3fLGZqCQPoeiHcvlTkKnLtzoQ7toON9OTu83bYnSXdr97rR+u48K+kF9PI8poN3p4eu4b5bvGJsLDZCxJeEUWbYOY3HseHbbjgGfrx5tPx/4hADGXepOYYJTJoNQnCl5jZkKxtp26krDdz9GBkIyXXerZ/lbQG3h0X7U9GivFu2FD3RPTgJ0zEp2fh2QDjuITx83vB2A4V35KQA51Xjt+vesFCDxxO2/HdWDxNA2DdC+LEVjJ20/4GcDpeHUDCCtNFPBpWfSp+UQB5ldPv7lo+1CnXlK524nVHNEUNNN2kK0T9oJM6iDmD021F/GGNxYP3P9Qvba2w7oMQY3VhZXZigvH5iNtWUo/zE/3wQXyvM2y/kpYOrTf2xC7uJMKdsUnSe9vm+QsfE1Rj/wjsu4Dmi7ynDSGTQ9cbUBFUvmOMNpCznto3SxQT+YIHzlntgww/sW6Duw6nfufXlIevC15fkA7xhj0mQBdqe0O5stz+2E/tMMsTL7bJSuLl7GdABwYxSiKpHGQJahkgJ5ePzDeOS5LjaAY0v0kAuxO18eMUD3yQrJ8ZVjil4hN4VpTWWobt5jYyIGdFN1ncqkQ/3U1+5vMpZt/1j6kSW/PACBJeQAlPa+0IDtmA4wbcWGpwN6a4zLHAa59wPisFHVMZexAofCfQPdraBQnHB4OF3729s3ffoNgc4Nc+Xa9mPbb5x1nXYEAQNAlgMdXBlTgePE/7gv3H2frL0Th2WNESDqHWL1gtl+hal3aKUokxQefA3O3wH04YMPYlh0/BNuSL8xpjO1TLY8H7COyfItbaeUI8iARW+Km7p0d+X7wGpsjPl0i9kwQ0AX09ttN7e+Qn3Up2tojIZ0moIXrpsAqOJUUIuyx/eZGjqGRQ94WGYAy99lGkMWdgo8RxPCwdDaF8b+dtX0Tya7176wKR25d+55WTeePVF0A1AcwdIvt60HKYe2zqHMroa7CB0LFnQH//0gYk9wwpE5boeNDRqfvxGHplMlSbODpkKnOSa/gxEKXn9GcvOcOYqmMTRNRZoVLLShuX5CpfakF1/AiGzQeWIdP7Qk901mn9fZ5R6TN2BL3b1H/1sqcJQ3aM1Ae8RFnYK7C16huo6NuSl22ins0zfhhCaCN2HDYxPyGJjCLTel3Gt/Gjg+5+Swt+Gg1PjspT6mJSzhfd62TL9uMbAMVZ5Pj7G44broQK91fbl8ddjGdSeYWBZjZQ3p3oG6K2uMkdnX7oA7idP9E4Lk+hXZ6gWLQqClYPN6x1bMKEzNXO4QsmZ7vSYt7pAvlqRpTpblCGlYXX3Ky8vXXHz9Dw/21TDTc/UJ6eaWKzZhxliUD4DG4p/cTwQRX74Dv8Ov/c5Wn15jpg/f+LPLE0obqoOgvh45YxPdWBu56WLjNzRB+PK6zbiftCkVuhbm8AllV7HDC1OwD/4fnl1rO1EHujZb6uW79sx2JhcOBtjAYxx/fyWG3nDkDqrhb8sCh/G7K7eTDF8g046XYbo2H5x0YhC3tSdy4k4bti/vEITjnTt2LU7qOO689WwMSgqkUZjXj8lWlyxnOSYpMEYj6y1LWXK2KFC6YLvZI7KM+cWSYjZHpgVSSqqyRBhJ9eJjbmZnnL/3B/Qz9bAeY/axMVb1Jmmm2OO6dgiaSeiZaihvX7qTJe8I87P1DYX5ru10bniszkJLdFtezFQyBqxjbmrbuLq6aUJlfGNAjbG3gw/2of3WyxyX+sf4gHA+OYIQFhyJ6KaSlwENlqd6mJ83/pi82KCyQbUHvWHc0zQtC5eWjL5eur7S630K2r52C7VJd8rBHsAhdhGvi9Oy2jJO83X0xqBFgtQVvPiIs/0184szEAmNaqjXa+Znd1ic30E1mma3Jc1yirM7zJcXaJHSKI00sNuWbG+2bC+v+PjVX/G9s7vMz+8PdAiBVai8Ywwt5kL9ZQrrO/HzhE+18Z6AVEC/kK3W1dOOK6U8vn9gCpj6mLBvwnInls8Lmj4X6w+2rr5y2zq58W2dx9rndp9AcTK2h1Ef1wkR/VGrQUEYgpCtfEhpP6Mw2E9x2UAVTnM7dtKX0c/iWvAbAtBg0omUJZ7nVP3E4YjVeJli+bodbOjGl2HtpQRdIV/8jqXZMX9wH5nkbG8uqXZbEq3JigeUjabZ71CbFfPlGdnyHJPMaMoSITQGqKsVjdqzWM4RL6744G//ku//2X+DTFK69hgDzZjzDf4ufaycblo3XbwewwM/NDG44bcp31S9XNkxc4lPfzu9+xHEsesOwEPl9dVFrMxT43W/sbHnAupY3ccZarchBMcLW3h/RMregDpVdJC9dE8AHLw9x5Z8lXM6w9k5dMByGncMmE4rS1vl6V4c0j3BZHe24XtKxaCe2r/eZuljg226FhwSTrcXsOL6GMJwEouxqFj5+zhioJft18b32SI6/SQog3z5EWeUFGf3ELM55fqKarsiLRZkxYy6UZS7FUI3nL/zLjJboEyNQNPs1tR1RVVuef3yOUZIlhd3eaglr29e8ezDf+C9b/0I94hZrFx2+ex2Di7FR8DKHWC+dFNA1f6N2TpDuk91IbAM5RnKw6dbKH6oH7ry3Dx9fTY08dkuxLhvQy7s8BgBe2NA7YV5BJ/sEPuV7YBFHK41YSO+r6BTCt/93lbWGFuzr3uAdJcBNqi650hbwA93LsEQuFtZU2xAXfrQDBoaNH49bL8hoPfx3F/bGTQpidGYl7+laHaQtfbS6uaS3fVritkZtTas1ju0aljmCWdf+gZJIlF1SbneQl2hdmuq/Z6XL19wdX3Dg/fe4+zuF1Ay5+r6ilcff8A7X/4G6fycEGsO1lZg0MdY6hhLcmX4wm/DmKb627JDE6edd2z5H5M7tS+NgV+MJceA1Hcf0nnMTQF52/nMkGPp4gxVOk9JHYRJKdtl/AEwfOx1qHz7aywwCoFbrNAxwHOvx4DWvu8bzFMHovM3h5ef+MC2ux4eoeplxsCsZ7L+uuif8+9+++Q9EHfOXW71+fsYqu8+BLS9LgMbqzFoIUm1wbx6zEJW5ItzdKO5uXyJLktMU7GraqQQZEnK4s4dmvUKXW6okxlNuaO8uaHerNisb1hvd5RVzYOHj1gsz6hVzb/+f/6KTMJ52fDyk49599vfP7Xfw1E/e5J3SuPUf9+Bj/0Zt42GdeED5img7AOxqX4xpjU2SUxdnbh6+myhbn6+fKeUp/Pv+qtv1XAbVvqmrhtX7XXvNwVwfS4KqMdlvBDHg9jHjMRhiHqUcAHHMGyUEFPwyfDZasZmGt8XWH02odNfW6fhI5/hNMPwPuxU5nDHv7tOTvQfym7lczgn2pbJltmnOa1/4/zaeZx4DeL5Jx47b4PAoGSKVDXmxUfMmjVaVVRyj9IgMSA0SkpkXaFUxeKdd1EiY3Zxl+3mmmKRUN1suXz6CbuqoihmfOlrX2dxfkFZlhij+M1vP2K73XHv7h2quuKz3/6ad//gW4jktPsO6+wk1OoP/Qto+rL2j/4OX+Idn4i7+84vBGYxYIj16TF2OQaOIV1CIOaGhdxUoPONQ5s5+zDBTT9Vd1/+MTntiaPuNBIgWnljT16G3LRzqPasLvydKwaoY7+xtKGO44vvpvEBdTwPQzcQ3U9rxCq0DxsywaFcMZAZAnrXlmSMsgC6q6tjDk5ZOh0+n/Ozo25FcrSAg4Bkv6Z58mvk/oqdrkjSgjSbkecFShtIM9JZBmmCKvfouibNGuqqoSpLmu0Tdtstdx6+w6P5HCEPDyYYWvZbbrgzz/jaV97n1eUVaMXN1Qs2qyvO7j4M6jwGCG38Lo4rw1p9jdSTDxDca1evUH370oXYqs3qprixJb4dx9cnbd2njIWQSW9sTMUIUCw/W/6UujuG23sP4nRXfyxP1016wTQcluvS/yb4Trkus66ztvdDxuYqFANG+zqUJtYovR52xcYA/tR+GJpBT/PtdOleVmKbEVzdO51geHb1lFGe5mOHuX4uoJ+CwlCesNIYx8/vWhuvAgH104/h9ccUQpFkKSa5Q54vMPUeKcBkGVpBkmbMZjMqpdFasXn6CS+ePuP+F7/E+cUFF+88BK1IAK0BKaibGmE01X5Pud+A2nN+fsbr168xWnP96iXn994J6iyEtsrrfwKsP/c78D3KPK3f0/PBbvO4g7rNx28e6O59oNAth20ZIcB15YYml5BfqG+/6ZLaN17c8rl5uboNwo04sMj2KKI5jtNDBxd2uTvScnre25dn+35mF6uCBev/Am76OdQIWvsBrl0eDkWEGWMMtELxT3T0xO316JasMWA/LWPsYYBTPfszp2HA7TqzP88uWZ98bMLwx/Hp6Qm1dOrz9NmJO2fQmEZTffJLkpvPKFJBsbigUQqtQSaQzc5QSkOjubOYHcuT5BnF4i7rZy/48re/SZJmpElOluaIRFDWCso9SjXsdjuuXr6kqvesywopJIkQLM/PeL3esF6vB+UYL/8Q4Nq2igFGF9/9NtFpvJjd1QeuY6zSB2gxtjQVxENsMc7ip5XDt/QeK5/P3zspCNHbFwXdFjftiyDE4RH4TpFDuJV8ig3Zh1P+ePG2GwHUftCPscTBvauhZzfazxDjO2t+EG7ld5XWH5sSA+DyA617bQNeGMj6635pOFLPkUmn1yGUZgqbsF2nj92PxvTrNtxOdez1EwKa1RW7j37OTFcsFgtmyzP2ZU2j4OLiDonQ7TP5ZU1xtkRKQV3XpMK0x/DqmuWDJcViicwW7NaXiGKGIEOpClXvuLm84tnTZ+y2W2Ses7h4gL7Zg9EU8xlqvWZ5fj5YUJzqKy3AgJ6FnC7P+3obmgD6csdtil0/bJnlOEP8PGzQF99NOwVA3LApOtr+IaCJmQVuY6IYJuxaz2bjXcbDkdNhb8c7XQbf4pM4prV1Ha0jGI03Cqgd24qBmn0vbdYTAM6p4Gwvt4dxurD+bKQ4Vk4ndXgmdNgpQAyWCd2mj7+Mwzrp7qWT3luDA+DtdbJlTpk9Y0fC5KCeuklkWBcezY56t2XvwZTeXwggwSAQuqF88jtWj3/JvfMFi/mSYr6gBLQ03H90H6EV1b7EZJLZ+Rn5bIHWDWkq0dsKYRS7myuEyVHKkJ4vKTDUjSFBsbt6yX6z5vFHH/Ppk+csl2fce2fJxf17vLy6pN7tqHY15+f3ef7yCtLHnJ2dMV8sSNOULM89de8HBv+gODCfwQqjX+b7Qa+vw1autRzlFERcQA/pE1ri22GuX8z+GgLdKZNFCAjfFLhjztXdHJb0fVN29QyIHlWPcg+PvfvKK4QAc/iQaPd4fEBvL5lpPT4PoIYZpS98wKKwGe44oIbyCl/rgVxfpfjkwynQjMnws7WxfE/B062LkHkjVAaP7zHMV89uHjH5g45qxTUIxPqS1e9+jti95GKx5N7FPXZlya6qSIqCxWxOUzcINGleIB88JC/3gCJJcupGInMQeUGW5eRJQiMTRFqD2FUAACAASURBVJrRGIFpdly9vOTq6WOevLjmkydPUcaQFjU6EfzlX/0Vn336jDTLyOYzzOIOT/7u78jyX3B+fk6e5YDh+z/4Ie9+6UvMZnOr2v3Hp1ygiG2CxAbQbZbNbrwYSLl91tY55MbkhcB5TJabNmTHHdNnCjN3ZQ/a5/A5ex87d+vGbt8+zB2L/tMSY5NCzE1+fZ89eG3hvsHcgSmeMOlReiijH9SnBexsXzB8U318RzAERrGB4wJL99sPvBjLDIN3SLdTmT6dYqDq+g9ZtyvjtIN10gzt3N0y3/rFbymf/Io5Dfmdh8zPFug0JRVQzAvqqkbtdyRFTrq8A0KQKQEkVOWeJFEkSUqFRiQZgoLaGBSCRApUXXP97DFPnjzj2dOXPH7xil1dM5vPELuS17/8kH//y49YLGbcOVtwlmesrm/45NWWm5sbzs/P2W5ae+oHv/kNX//GN/jBD37A+1/7BllRtBPCxFVAXy+++vWDVWiA9QPdlhluSx8TjJmebmMiiOnpm1Bs/WNpYjqG2LEP+Ow4U3XwyWuvOZgIbPYKh4/VWwNlmkkjROpCbhKguhm4BfJmJgJMtOugVuGGMroduuEuawc4/g4WnoFdPTnmPnZCwP8yhy59fx96BDIEdL68OjAdZ0jhBu3rzadHKO8+vHu3bQuoQjVsH/8CefUJ9+ZziuV9kAVl05ArxZ2zJaXWCJkwu3uPNEmp6xJZFEihMElCUpyhVEVTN2zXa5SGNC0gTRBpSrVecfn0MZ/+7mM+efqK51cbPn15RV7k3OwVq+1rPn76CqUVD7UGKdgqzW8+e05pUrabLZeXr2lUTVEUrH++5oNf/5J/87P/mx/95I/4b//7f879dx6N1v8YeEzELsv1ZhfbBOO2hW/1MHVJbMeNLdntNLdxIcYXkxsCytBk4ZMVYvxTWKMxBoE8UoKuuo0ebnoLIU6GhY8R218/nQKm8AYf6XPDY4P/WEgrvejAyCmUDaB2/KG9yJeXcWRMBaX+vZH+cP+3uWMz/fgSvpXbl8XfafpfO92YDrYdrwdL90u0w/gDqYffBLFfs/7df2DRrMlmC/LZGSQ5jRCc3btL3lSstztIcubLc4QUNHXFbDZHZjlGNQjVIJMMyNjXmtokLM7OkCmoqkKVWy5fveTT337IJ88v+fVnz/n4xRVX2xKlNevNjp1u39S/nM3ZN3C52nH17DUv11uyLGe/Lw+qa+q6BmNIk5TLy0uur6/JZMqf/Nk/4c6DB5ydnQXr7pTlxI8ojbvTtrX9hD3aY1KsMTAp1xG2F2PToXE7JU/XfhsaB2MbXbGy+PSK1ouw8vAQEh+hc69jfiEXf1LKQekTpXwMdCRzIzic/RrK69J1u/TDPA7vXT1uAPSbUT69Yn6xsvgZaZd/z1ptYGw3uPwyhnmcTgi9HI5h7fXw+f72XnrS93XRnqm0N7/EMY77wb2uDD2Lgvacn2Z/9ZzVr/6G87Rh8c6XSRKJFmn7yGiWoJsGnc2Yz+8CkkQajK7J8hQpBPXqVfsJk0qRzs4QScJ8MaeY5ShdU22uuXnxnHq75ZNPP+ODj57wfLXhV09f88Gnz6iaBiEETaPIsgwpBWqvQRrO5gueX97QaI1SGmM0+rDG07pdKTRKkaUZ6vqaP//z/4vfffQhP/zRT/jhH/0R7zx6hJRdX5Pe9ppiS40BVsdIjZFW23JkuWNj08fUQqA6BrY+kAwB323cFLYa07nTJRR3jG3HmLFBH17D3I8fIbWV/nhFaNlv5+PDuJj7nO9DPVXAl7YD5VC6IRN0jwhBDySC2FuGbuvijNs1M/jMCX7wPGXWPSs5HYz2jAs20NmgPV6WHiCGE41tywuVG1RTs/74N8yvn/D+lx6RSIlsNFrXpPOCVEjSBJJiTtUYjKpptiuYL8jnS3RV0WxWaCMQxZws16QiQRYzVLVlt75m8+oJ5WrNalfy6WfPWK1LntyseXq15tnrG8pGoZUmSRLyPEcphRAJ2sBmV7LZlezLsi3n4RSCOxCbpmn7k9G8ePGc1eqGy6srXrx8yY9+/GMevvMODx8+JCtmgbrwg+YYoJ32f6x2sye+4UoiBhxjG14+/X3uNqaAmC3TrgtXP9/YD004MRcjJ25+7mpiME6xyI63juJHI+327IilWyafm/Sk1BAY/BU3xlpDgBtjCaezIJyyNJw44dlkrDK64FPGOL6pMRbeNm5XH4OYx1/foDyVNQRgf33bjH6oU6cHxxiCZv2K5tNfc5+K5ZffI80zaGpU0j4eOstmpFkBNOzrhrrWpGlCsTwnzYu2nVJJU8xIUwmqQdSGRjfIqkSVW7TSkCzYqiteXa5Y7xRPLq+42lT85vETXt2s2mN2UpCkSVsOLcjzDIOkwVDX9WB1Y7Q5vsAHOLLUuq4xMsWYmkYpPv3kMbvNludPn/KDH/6Qe/fu8e3vfZez8zuHx4HxPpXka88QeJzWs133wwmzv7dNADYAu0xqCGoxUPKBnDvGYrZbF6R8efrux3TzjfNYuWzA9Onmk2v/msMG9tCGPdTHd23n7QsfM4Xc+hMob3I/Brj9tb9xjFFdDK9OY3L998OwvtH63cEekHw7+3EXbyTbbGGzb/+Jio512i8m6cOHep3q6Q4OQBw+zqxrquePSV5/wjzVzM/vks0KtDZomcNsxmJ+TtM0lEpj0CitmC3OSAVgFLquMAjSPCWfn5EWGU1dIrWG1TU3zx5Trq95+vQzVtcbtBZcbve8urnh5eWGf/joCS82O5CCLEkwyBbQDeR5wWK+YLPbInQL4ogEAaQyQTWqLZfsB173voRGqUM5YbPeoBpFluc8efqE2WzGn12+5Cc//Sn37r+DlElwqR8CFx94+JfBPoDqJ8N+xeVOtOYYD07fLRHLc2zQjwHrlEnCrZM3cVPS3Ub2YNLDbsPT8e6rA9d/DFN8buL7UP3Ho8LAKILpxtKEqDhMW1pMYQ+Hq8F9a5YwQ+CZuHHQ6ebLc2qducDo13nacsl3319rNJqkadh//CvYveTeF98ly2fUTUPZqNZ+mRZImaKNJp/NkUlrp5UyRTf7w459TlntyWcFiAT2JdX1a3a7FXVTUe937NZrqrohPX9AtVH8+lcf8NvHz9gqyS8/ecK6UcyzjLN7d8FAJiFNE5IkRSmNTBKKRFBWNeqw06+UIk0zKlGhtUaLnp0e+4iw3iBEy1qfPHmC0oYsy/g//+W/JEtzfvLT/5Tl+TlZlg3qym3PEEP1uQFT8jC5YVt2E3f30UqXzZ46H7i+iT10DHyngugU00QovxDbDckLhZ/oZrN9jy5jk8GbThKjNtQxMPUBhZ02rGxv6+vuu+hTljdTdIpd966bieKAaF/HloQhXYf3cMq27Q0umxl3gys2kIebUMM8DszXmMOwFaibF6jLTzifJ8wffAnd1CgjQKQIKZktZggE2WxOlqRo1aCqLVoLyrIklZAuzhBIlsUMXe/Zvn4GqqbWkM4XqFKgyz1CJig0292autwzLxb8w7NrXmy2LPOErz94wL2zBXfOlqRSsMwzyrpGyBZUt/uS17uSfdVQNe2Sv1Kwr2u01q3Joq4xAqRMEAKUUiA0ygAdWzGwWq8xtID67EVbHx/85td8+zvfIc3OAYEUp5/vcNvS1z9NH2EwgP1sV2O3cdf+DL671oGU228GuQV1dP19YBbqx7dlvT7WHqq/kJ+dJuQ/baI63AsO1PR2eYy5sXiTGKorbAzAYmx16NzzpnFgDnWAUJ6+WcjPWsdtY+PAPK3j9fURDnftPnG2bDxhnZ9BixRpQFPD9pJk/Zql3iBzQyNTtBEtCKqGPJ8jc4lM+qNtRiuMVmhVU1UV6eIOQmZIUlRTUe9L6mrHvq5p9jXNfodMZLuRtF6zX9+w3e1ZXd2wvrrmH377Getyxz965z7vP7rHVx+ec/fOgqIo0EqTpwmVMu0yHFht9uzrhtLA1b5kV2suV1tqbbhMJKvdnhqgqVBNC7BJkoBoN6i0UqRJhjHqAMCaqtIs9ILf/PrX3L17n4cPH5IXOXleYB+3cdsxysDcdaXH+RlqH2Z/9babYPt0PQHp4sXYos8/xAZjgByqi17nsH0z5GLM11cOX3l8+p+0V3cedeK+S0i+D2NCbhJD9WVqD36f/5if6x8rkBs/BtL2fWhnLtQ5poTFZkY7z1MZPj/Htjlgrf5Objt7DBugOx3VdSIhQKoKbp6hb56ynBekmQRTkBZ3maUpSVowlwnomvY1adCoppVgGlAapQ1yfk5eNKiyoZhnVE2Jrivq/Yb96hpZLCnuXzAXknKzZr9ZkxZnmN2WqlE0+5pPn13y4bPn/OOvvscPvvIu7z+6x53zGfM8wyBQGJrGsK8bhEwoq5p5ntI0iloZ3hPnlEpzvSm52uz5TMJ8lrHd16w2bS002hxOBxyAlXbzSiYSDIgD4Fb7Pf/mZz/j2//ou1zcvUBrzVe+9nWkTKz6DbNTb7vY1wE7a6w9rVCGKw03bW+DHdPRZY+xMtj+U0wIIbtyiAD5ANoXJ1QWV1/ffWjCuA0z9WFUCANcNxlQ7Yw+D0COLa17f0E/s7SMLQbuIf1Cutj+Y/ZPv36ncsb87KfAfPFaG+6pbr66aQdUz1rkwQyvDnESrdD7a+TqKRkNMk/IkoQ0n5HkBUlWkBQzjNHopkbmS0xVoqqyfdbEGIRIUZStjXJ9RXHnPrIxqHJPvV2zv7mEfAFZQZon1KtLKlWz327YrG5oqprV5TWXT1/w/PkVv/n4Gd9//wv8+Ntf4Q/ee8CyyCGRSKBuGhpjEFQIoFYNszxhJtvPSle1YrMrIRU8ujNjmUsyYbhXFay2JU+lIEtzduWeslGUdYOhXV6niSRJ+rO6WmvKusIAnz55zOX/cUndVDx49Ig7dy5OyEKsTcPsaNiGjhR8rEmITl4X3rWve1RQHOPG+q/t5wM8n4sBWmwyiTHYGJjfRgdfWafI8423KStS32Qwlt+tNqViyoYA1pUxnNBPC9Eb3F1ADZ8omOLvuw+VIRQ+JWyMxYZm094Nd/9P674NG3iZlt/pw8sjkt0V6tnvWM6TlrYmObPZgjSfkc3mkKZgdLurvt+hETSqtVsaIRHodnksDEbmmLokzWdU2zV6vz1sFqXMH34JshnNfk3T1CTzM0TTkNYNaSKp6or9zZb11ZrffPaCb33lEX/y/W/wzsN7LOYFAoFumlZ/KZFGt+YCrdvlOtBoSAQkSYIhZbOvUVpxZ1EgRcLdZs5quScxkKdbrhNBrQzX2y3KaJq6BaWmaY5yu3PRZVXy7PkzlrMblrOCDrhC/SEInoEBf5sleRc2NmjbcPt6aFccIw4h3aPMOyAjxoR9efjK6ks3ddza+frijtWjex2q+zHTh+1uvSnlC/cpNlSgY5jjBeoLBja4jLHFMdbqXgdKPNDZG2MC6Ibz7ieIUPhpZ/LlZmxtMYASEtlsEKuXFHqLWCQkxRwhJHmWkqQ5Is0RaYFAI5DUjSaRGdoATYUREplmqLpEqQbTtJ8qoSkxSYIhQWQZySxDZjPKqqLa3CCaCpmm6KakWt+wu3nN9YtnrK9WvHx1zS8eP+MbXzjnT370be7cu2CxPCdNs3aR3yiaqkShSY0gzTKMMWy226MJQzUVEphlCU3TQJZjBCx1QpFL8lSglCYvcmbXGy43W8o6pazr9r0BQlI3NUmanmxoVFWJ0Yq/+tlfILThu3/4h7zz3vukRUY7PZkBgB1bYAQs7bDQwJ5mDujy72T5+4Pbl6aAQMyuGtJvjNWFbKpjttapLHSMsIyZ5GLl6e6npAu5Wz0pZfuFwNbHEHtmempvDeXV3552jFAlxJY+U5wP9EL6hfUO2ah6wBzu8p6G98544gV0X78gLa+ZiRohJGJ2djwgn82XSJmSSIlpSowQmCRDGIUWAq0O53yNpi5LEilBG9ASta/QWlHqEmEU2eIcIxuSRiOUYj5boJmzu37J9ZNPef3kCVeXr7m5ueH6es+Hj5/x/nv3+M9//B3uP3hAUuTk8zlKaXTTkKQZUiYU+YyqKlF1zWIxR6YteG63W5bLOU1jKKsGIeVhSa/IsgSUJpOSR/cuMAa0UmgMjdJcGYNqGtIkQR8eU7WPHHW/Vd3wt3//9/zHf/iP/Oh73+af/Xf/A9/76X9GPjs/vNOXQfxYO48tCX1tOGXZekh9kld/GsCchE91U5m4L47vPsQwQ5PQGEi6DHwMyKfo67oxQja1Picd7A8xzxCYniphvPJChYmFhVlwfHYJV4g9YDogj4PpWOX6y9N3+Nb7tFP55MQ7ioBqS7J5QdFsKfIUYzJEkiLS/HB+tD0KZZSmrCoSAQaJNLJ9iQkgjDk8Ew8SRbXdoAzsNtfouqSp9jS7LUk2Y3bnAbOzO2gku92a688+4NmHH/D4o0/YbvYoAzJJuFlvefzsNd/66rv86Y+/zb1790AI0jTHGEma5ejuk9c0qKYFy9lyjpCSzOTkeY7Wmn21A2HIMolJ2k+pbC/XZFmOFDW6SZHAg/MF692eVEKeSopUok37EINMEtC6bYVDXXbLf200m2oPFLx++YJ/9xf/iu2rz/jOT/+U+1/65nF2D7E3HzPzxXP7h9v2/kE/7J8huW2+7v1UoB6C3hh7HGPWIbANkw288d3r2BiJMesQ450yjn2kL5buVrv8IXD1ZSIEDD/LPJ3h+e5jQDpVVlgP+0UWx+0E+peUHFPTvyil8xt+U3xcl1AnNwOZfX6O/giEkSgUZvuKdPeKhTRsNiuS9IIsn4NuyIqcpCgwhxc/CwlkWQsgqmVumAat22NFWiuaukaVFfvNmv12y359zX59w+r6ipdPnnF+cYd3rq4plmcYrXjx8Ud8/OFjrnZ7ZJ5RFHOEgVc3Kz57/pIffvPLfOfr77E8P0MnEmEkJs2Zz89RuiQpzijLElU3CCHJZ+lhmS3A6NYumyTk6ZxtvTkc4RLIFM6XOZBQockLQaI1qklIZYrWYA52YA7L9valOwJjvWUsSVOMbt8doJSibmqev75mVsz48jsv+M1f/znvb7d88Zvfx8jMaRs/CHUPGIT6waDFIyaC9trQbaQNd/1PPxZoM1R7fIzbY2+3qeOCkg+cQnJvm9f4ZBOesKaMxRCYjwFtrByTz6HGwfMUdLuGDyF8zMbj66ghRuo26FgnOZ3NesY4BNThR9zaNPaRKLtcfZx4Y/iXiC6THdbZ8BiWARpVka6fsVQ7ZCLaNz3du0cxXyKSnKSYg9EI1b6lKhEJpALqBmFApikCRV2XCCmo64qm3FJVFfV+z/rqkqbcs7q65PXr1+x2e1Yq4e7igqrRrJ8+5fWzpzz57AU1guXd+wghKcs9v3v8GZXS/Fc//R5/8NUvcXZxgUhmzBYLmlq3x8qShDQ7w6QJWTJDJhlK1ZimJpGCqq6pdWsSqOu6fbQ1K9onpA6sOkUjpKQRhsU8p9yXqExwPs+4f3HWNpVIuFrtaLTGaIUQLcMFUFqjmgalFFmatkepqprVds/1eseHHz/jh7Oc57/8WyDh3W99/9i+7kB3r6cywzEmOLy2J1f7IRhb1pBBvgkw2Cw0lt7fd+NlC5U35ux8bsO4p7rppGu4kRZyExnqONWdugzunO9jfKE0LiiHwD3UyKfx3Rm/c53N0mWl4zNZbIbuw+wl/1C2lMM8ObzcodPLINrRU+8odq+YyZpstiRNZwjVkBQtUCaJAKFI0gIhJVoKMKBV3eqlNUY1GKORon3KSDWKuiyp9nuq3RZdl6yuL3n+9BmfPX2OTHOW52fUqkHVJc+fv+Cjj56iZcLde3cQdc3lesPPP/yYd995wD/78Vf5+tfeZ7FcIoQgSyV1WbbsUEiSooBkjsxSTFKBBlWtSHTCdruhripSKWloN6kabZBIylpxcXFOud2hUwlSok1KowwCw7zIeHTvDje7kmWesduWzLKUbVmTZTlKa2rV0BzOqUrZvsX9CCLAdl9yeb2ifvSQpoF5sWD70c/5ZHvJF7/7E9LZcti32m2rkz7Q9ZGQi5kCxoGj77/Dvtr3LZ8I35I3pEdoLNngFtJ3jCHGNqBs/6kk6TZujBh6cSxWqY4bAVQDSKSQ2N++9hW4v27TdcAVAkW3ED6meSp7fDYZB1NJ+1JWdwllV5ahPUIz7TxrTD8r1gnb7JjxMN/O71B/aLQwCA2i3pLvXlBIQ5rPSfIZRiaYLCUF0tmc4yZF92c0RmnQBo1B6QbTlO1OflVRVzXGGJq6odqsWF2+otxtefn8OU+ev+bF1Zo0y5FZwtOne540mqvLFSItOFsUqH3FJ6+u+c0nn/DDb32VP/nBN5nNcxSASJgt72KUJs3nmDRDpAUUc2SWwWFJTpojsgKjBbPlBYgNaQI6EVS7Tfu4aJ4gk1m7sZQmnJ0tWW92pFKglaG1EgjOZxlnixlVo5nPal5t9jRGoRXtZKI1II/vRZVpOwTquibNEnTdsNnveL3bcL3f8wWlmC0W1K+e8sFf/ive/8M/Zn7/0aGpJN2DFD47nQ9wxsDI189OWZpNcrrlf9dn7b5lBn0utuvuy8cHZCEQ9Nk9Y+x1TIZPT9vFzCWxvN34oftQms/NUI+gImw//1NILZhOY7JuRbqV7APU0/zGK+E0fw52qf656l5nl0EO83GN/gftvbqc3nu18ciy/IxBS9BNQ7p5zVLskUKTpDlplpPlBSSHNyVhEGmCQEHTwGFpr1T78mW932CMRjU1Rjc0mw371Q1aSESScXP1is3rl6yvr1hv9lxdb7nabFnt9+RGwKsb5nlKuSu5c3aHWZFRViU///ATPnv5iv/iJ9/hP/nGu5wVUMwy5rMZ+WxOtrho8zUg8hyZZCSZQCYGgyTP8rasWtHomiwrEFnKfrchUTVSyJZJSkEiJCSwmM0o93sWC8G+alCmoTAF6+0eEJzNCl5dr6nqiiRJyBKJMqAk1I1GG0GapsepTEpJkiRoLUC2L69ebXZcXq8oq4bFAvI8g3LLb//mZ7z33R9z/4tfb1vetK+Km2J7s/tGCIBjrNBOO+yT/g0ye7K2bZ7jtttTXadsJt3GhSYbn1/cFNK7MdPAlBWsz//4G4nbuREb6sFuI6YBW/uSY1/hZS8r+qTQ6VEsfz7jTPXI8DwbY0K6ZwttnXxAaQPt8Kmt3q7aP73SpT8dGNopm51ffy1EyyYlArXfIG+escw0RVHA/A5ZsWzfr68VQqvj1yCPbERoTFOjlEIpjdCGutyhdUNdlzT7PWq/Y79Zo5Riu9uyW92w2ex49eo1V1drXl1vuN6VXG/33EsLtBKstiVFmrCvdnz09Cm//PgJaSL4r//4e3zvq494+PAes+UFxWKOIkencxpEy67zHJnNEULQ1IpEtZOHQZOmKUqAQLdsuWlIZcZGrUnmS5rdGqkNRhu0NmzqHQKJEJKiKFDKUFY1xoA2ggTI05SzeUFVgzGKWoOuVXskzIBq1NHMcuynUrTHsuqaF6+uWX9xx+X1DcVsxtl5QZqnZLsdH/27n7Hb7trNKvSxL9129/tNnZ9l4vQrPwGIsdTb6jm2A2/H84W/SX2NAaYdx5UTM7NEy9BvtIy60Y/0tb9vxhTdOL5oPrknM8ME+f6wTtZwOd+Wp38iayjGZQ42wOuTeO5GVc96faDvyjdWmp6dagCtMOWWRXXJ8iwHUmReIJMZUgh0U5NIiUgTMCCyFN3UCK1BgKprdL1HNzW6rqlVjSp3bFc3GAzVbstuu2WzWrNdrVivt1yt1lzfbLhabbnelJSNplaGutHc6DWmMVwbw0fPnvPZ1ZqvPbjLH3/7q/zg61/ifDmjWJ6xWJ7B4g6LO/fRTcP2esXi/v3D6QRNtd2S5RlCpKA1WjVtHWoNRtBUFVI1NNUemhoSQ5ZkaNWgdYNMUrK03clPkvbwfpIYijxjXzbsKsW8yLl/cc6mrrhHilkbtnVD3VQtMzUtMCeJpKoq6/iUOZhJYLfbsd1sKPKMNEupa0UiBAhJQsXj//BvuXjwiPndh07/CrsYGNhxjj3M+N+qNAYMMX1Cy+0xF9I9xG59DNwNi8k9YZ+dLI9JYoxg3ZZNe9NOBNVbvWA6lGH35wKUjzW6XjFA9eUV0ytSCmfWtoHaP8v2jWVPBv3O/3DJZcfpmOL4bmvbQez8Wpui2d2Qba+4mEvkPGsfB80KZJKQJhKjSrIkA5mAkK1ZWLWfJdFNhTaGptxhmoq63KOqkt3NFVW5pSpLKtWwublmv6+4vlqxvtmw25dcrzasdnuudxWlllS1gjTnetPulN9sK15cXqKU5muP7vOTb7zLd7/2Dvce3ePi4gLTKGqTcn7vCyTAfrNmtlxi6oZ0Nms5txHtm6SSpH2oQEiEhnxxjkgzqt0O6oxECDJtUNUeQYrW7bem6n2JkAakoNxXGNlOdMY0gCKToAQsUkExm6P1jkWZopSiyXN2taJpGpKkffy0ewxV68MxqwPTy9OEeZEfzrOmLYs2CplqRK3Im5Jf/fWf88N/+s8RaeZt29swsNuQBhdQQu6AP7fK32V2IWB0yU5Ij9gYiNlHY2Dp5j9mG/alnXrCwHcdc5M+gTKWyXDJfmoHbe+7bZJpj7GG/Hzp/DuFrow2npRDEHRKbIGsbbfqNwI6WT2wQsd6oWOxYWZ94icOn202oMsNSb3irtmTnxWIvGglao3QiiTPEUmCTFJkOgdV0VQl0mhMU7XvBTUtCNX7LUYb6qpit71hu7phv1ux222pasXN5Q3rzZ7LmzXrzZ6yqlltS7a14oNnr/j4xTVZmlLXFRiDFIJEppzPMr7y8B4/+dp7fOvLD3n3i19gPpuTJAW1qihmKdXV8/Yr6EIg0pT87B5JNgOlMErTqBJT1+QyRSaSqq4xSlNtS+pyCyTstjuSNOPO/TsYVbFdQb3fkiSCqqwgTdHGoGtNs1cIMhYLWG/2qFqTpZIseqh/xAAAIABJREFUSamThNksY98oksZgdPvuAFXV7QQlE/Rh8kuFaDfu0CAEs2RGnmYU84LFYoFuanappPs44PbqBb/6m5/xnT/+L9EkCGsF8/tY/r8Jo22d/V7VuC4xYA6BqC9v96XXt9XdzefEZmsVKGbP9ZEiX14hXWJlHFsxwy0ePY0JHs4k4sjqfHFjCsfynKLH6azV+bnhofIer44dsc9v+NKS/ndoBnCZa6yM7XaGRjQ7mu0Vd0xFiiadLdpdcCFIspzEtB02zXNE0j6PjlHQVAitqKtdu9FU1+1LQMo91X6LQLPflZTbPZWquV5tKXd7rq5vWK233Kx2XK827GtFpeD5uuLXj5/x5PIKjEKadlmc5TlJkrCc5Xzh4pyvf+EuX3znLufLJVIITFOz36xI04Jmt0frEpmkzC4ekC7vIKVg9+ozmv2astYslku00aisQKQpiTx0wyInLwtMrcmLDKMUSrfvMU3ShFIpqrJsJ426QQlI06x9h6tqH0NNkoSiSNCUnM0LVptN+6IXY1CqadvYtE+GyY6BHT6hopVuH13VhkQI7pzPWc4XpEKiqxqEochz1HzOrqzIi4KbZ49ZvfiUs0fvg+n7zBhwhsDE7r9uvDHAigFUSBdXjg9kYwDixptqopjiprJgX5o3MZVMYdFjJO8WgAodQzsFJnu563/2fgo4vwno2n424EnpdrihAX/IMMP52hOFNU9yCrDDOL1cu2H7tAYBqkFvLpk3a85TiclzkqwgzWcgQEhIspalyjTBCAGCA4hVqLpsQfTwgo+qKlFVjapLqv0OIST77ZZye8O+KtmXFZevb9qzlqsd6+2efW3YV5oXm5JffPKE1a4ikQCS7LAclkIwn824WM54eGfJu3eXnC9nNE3LLKWQGN2+KV9m7VNJMstJFueopkEaQba4IDu7y0y0L1FJMdTbDSkCZEKtFEjZvuFftycZympNlmXs9uvWdpYmzLIzdrs9QoA0pmXQMsU0NVIa8iKn1DVlY5gX6eGFKByX9GmSHNYQDU3TYIwhydr3HNSHezAsZgWzXJIXBbPzM+TB7pxlGYVSnJ0tePLsOcvZjE9+9fd858F7CJk4/cFPOsZtoCGyMg0kfTJi7nQ4xdlcLJ8poBqbTMbymVJ3oTShycO+jmGL/RdyE5/lh34ZbD962T8i1/mN0WKfQm8CpqdstLVd9rZjWzeXaZ7q1IWd+rd/wwrvyzs0H5weJetehCIE7UtJjCAxGrW7Itu/5jyTJPOCJM1p6ookke0nnLMUI4R1PC3BCIOu6/aFyRy+Ta9au582BqM0qippuh3+Zk9V7lit1pRVzWa1ZVtWXG93bPcN602JNoKnqw2//OQ5ldEkqQDTHcVqy9Ky04Lz5ZJFUXC2XDIrCs7PZkgpKPdbiuUFs+UFlVJkiSCdz0kySYagKfftZAAotabZXFNVJQJYl3uMqkkQGCkR8yVog1EKXe0QukHXDbppMNpgFKTJjFrUmKYhy1LUrkEYjZSGRGiUqhBJgq5qijylfax1TqEMtVJUTfvIbddfhTHt+VRjMEajlCJJJIu8YJakqO0Oioy8mLWThpTM8oxZUbRfMbh5xSe/+Bve/8E/PnQKzXCzchop6PtMGJB891M2dcLg2n8k0HWhNC4hioHSVL1j9tJQnClpXJ1D8V27bfd3W3Z960dPh4zuNNyXzleYYfxxMA3NHDC09XaA1wHrWIXH9LbdsGJtUO0Z7Gk5W9trn1Ygyh3J/pKi2VAkIJKC2dldpIScOVokB7anyYrckqVhV7ZLfZGgmhpVlaimRhvRHszfbdlvVhij2G831OWO3X7HttxzfbniZrNjXbbfZ1rvSmoNm8bw21c3NAISIdvD74f6lAe9szShyBLmRcb5cs4sS0jEYZe8rlku5ocmbMhTkGh0vaO+vkLmBWI+J5Xta/mEKkizBcnmmqTISDc3oBt0kiLzBUmWsV9doXa7w9lQTZJnNPW+nTySFF01QEMqDKquyGcJaqdoasV+swUkiYRaw6zIj6y1KAqa3e7k8+idSaCra6UU5b6k3pXsbm44v3dOfnYOjaIsK6RQJAjO5nNeVxXzLOPlh3/PxaN3OXv0VRL0ySuhp/Q5X7wpmyyxPOJHhmxCcLq34Mt7jF1OmQBCusZcyCwxxd1mMvNNBt31FMY/suTv/7rMerbaMzIXXHql5MBvuHweAk9s1vPdD5fgbmWDbXo4LddQ91D9ukuZFquPlXEsi6t7r29/ukBpg9m8YL6/JJeQ5zlpPm8PrncnAkRCNpshhUQ3LcsyhvYIlWrQRtFU7ev00G0abRrqRoFqaJqKuikpt1vK/Z663HGzWrHZ1ay3FetdxWZXc7XeQjHn0Ve/wl/8279mW9ZIKdvjWIeXe3QfwEukaAE1zZjleXu8SAu0ViTHc5wCqaHc71ic36PRhlm+QLfnucgPz+0LpZGFodmVyOVZy8jTDLVXyCSFugEhKeYLGq0pmxq0QgMyzZEL2lGvKkyj0I1CNQq0bp/514K6AYxEigSkBhLOlku25TVKNdRNczizKwYvMunaUOu2L5V1w7auUUK17z4QKcligZEbVL1DyYQsbZf4L29ueHCx5Hd/95d895/cJ5mdnfTp39cmlS9ubCkbktHfS4ZR43ZZ1/lAN8QkY3pPqasxea7cUJ5j+fuup4L3KKD24OkLE4P7YebD5bJf4dPznb0MeZLGL7/T0dUvVhHC0T++i+mSaYE1ywzspqcdXhjTvvfz6lMKtaVIUtLZgiRLSdMMk0gwmjRJ2+M3pn0yCtE+JSUVKNWg6v2Bldbtxolp2rcvodHlTfusvNY0VcN+u2W321GWe/Zlw2q94/Jmzbas2e5Lktk5/+P//L/w0cdP+Nd/+/fkWdLufCtFkiTHjmYEJGnSboilKVJKsixHG0gPtsnkwPaqcsdMLtFKtQ8klDvSO3dR0lDt1oiDbVJVNaqpyfMMXe5Q9R5d1yQyZXZxF5OklJvXqLo9M7rfliAkpCmzTKCaGiHmVPu2XpI0bc+RCkWtFGmeU5aKfVlRliV1XSOMBq1YzmdUVYPW9XFXuj350b2BisPmlaFSml3doA3sVhuy2RnIGmME6fwMbRRZKbk4P+NmdUNWzJnt9nz0i3/PN3/yp20f8fTJ2wCnz02xB/ryDOc9fOnKcEyPHcs6HS8x5ngb0PSVb4q82Gp4yqaUS6JCeYfcxEdPh5n3gGaz1tPw0LPrYxUuhAAjwchDGvvx0K6yxUBme90/kdXbUrHSnL7ZqS/DeCc4gudgaWTXRSdWtNG0ptlcIy9/xyKXJEWOzBakRd7Gl5JEJpi0BQwj/l/W3uxJk+w87/udLTO/rZbu6m1mejADDAYgSAxBAiAAggIJkiAoUAJXk5RBhhhkyL5Q6L/wlSN85wiHb+yQ7RvTssWwZIphUhIV3ExDoESLAEEss/b0Wl1V35LbWX1xsqqrqr9aGuCJmKn+cjsnT55883m35832PKEV0QeEC1ml95boMxtTDG6g3+sJocPZBDHRt5bVckG9nON6S9t11E1D01rqtqO1jmXdoiYbfPFLv8mN51+m7iIvvPACD++/mx01wzzkOM3sHBIIimIwPaTsEJNKkQZTxmg0JqWAkgofPKI+QJgRSW8Qlg0+rjL7VUiYyZhycxOEwK9WqKJCV2OIkdBbYrCk5FFSk0xFt5ojlaQYTXH9ktj1QzTDQEytFUopVqslRVngU2b2xyVCsDifS00LIuNRifSJcVXhQySagi52J5CqFDkl1TpH7zyrpmV39zHbW9vIBEIaRuOC4Au0UmhVoeQehdH0zlNUFXt33+DhznWuv/j+Ya3kEKzTL+dF6Or0+jtP/V53/LrjnrXvp9f/xe0yyPH4v8+6h3X7Lvo4rEOfl0Gb5wnhp4Hc+XNygQ1VrrnYcUGVOPyqPekkC7WTAwZxiozkyfFnsDadOudp1Huih6f+nkSXh9c5PrbTKaSH93v4AJ82Ixxd9wS6PdYX5DAooQi2JS3uo7s9ykJRVFUmflYy09BpDVKA0kijs4c75r5C8Jkx3/cEbyE44mFZkpiDrUIIeJewXYPrW/q2YbVcslrWONuzajpWq5bFqmXRdtRNz+jKDX7xN/8xO7dewDnH3Tvv8Ndf/RpE0CaHJR0u1IxUJVpJtNLEkDOFjM5mCB8SSRqk0mhTUY5yYL6uxkhdEJEIlVG4LgpESMiiAlRONFjOibZBlxVIk9NCy4irO2KIoAxKaaKSSK3RLaRyQnRLyiKvGRc80khMVeJSjwqGZB2FNkjZAtkeeshy1TYLqrKkaTvQir7L06xldsLF/ACIAvrgeOvuXZ7fnvHS888RbE8xm+aPoNEIJVAiURXX6Po83xEPCN796r9nMttkvH3zQmR11u+L0CasFzRnXfe00+U7RbqX2b6u39P7nmUcRxrTMzqInvUDcdZYj//7og/MpcKmTiK4pwd4suOT52Z1ap3wuvj3sT3Hrn32jZ2HQp+cc1KQP41AD487XbAt78+/j6tGxxYPgJDEeo+w/y5jv6KaztDGgJAIXaC1JNghPEergdAERMqVP5VSSCFASHy0WQUdeEEhE51Yawne4WyP6y2r+QJrO7quo+06mqan6Sx785pl01M7z3Pv/SBf/NJvMtq4euSEmc2mbG1tEb0lKUHbZcSW7aQ5HKoqKwCMNggpsdahzIRIYmM2ISmJKgpIEVVUyPGUEMHoCqQgJIg25BTYpqaabBCjRaRMoRdDJLmeohgTVUkxq4i2xdY1phqTlEbESDm+gvctvbbopAkEYggcPJ6zP6/pXcghVyHhPRhjgH4g1I4k53OyAcPHgsioLOisO5oPyC+VFJK2t9iUGJWjbJ9Nee4n4zHWDmViTIV1nrIokKZAiMRm8Fzd6Fm9/XXKUmMm2xza689CV5cVFKdtlOch1OPtEIGfddxZqPh4X6fHcRbaPC3wT1/rdJ8XCdWz5uGsPs869ztxYq275nclUE8Kz3WC54mQOk+o5oE8PeDj13x6fzq1/VAYPgldevrmEk94Rc9CBseRNKfGfhKtrjv/qQcFEDxBGFRyiOUDRL3LdlWgy5vEYEFphFQorXDeUZQVQmcEdkhskgBdFNkBFYeA9hRJweG9I6Yc1uO9x7YtwVls12bG++ixfZ/tptZzsF+ztD3LuqXziQ987FN87ud/hdFoE5kSYZi7nWvX2dzaJgXPfJUzow5r2sNhpdGESAljMopDZhVlPJvhYqBUJV1wjMoRSkpCs0JPNhFVhTYjVPRE2+fg+cbSrfaxbU3wg0PKdvgQCEIy0VtImXCNxdmOydY2erwBQhKaJW6vQZsK2yyZr+Y0zmGDIBQjVu0K5yyVlNje4mIuH+2CggBaSoySLNvMSCWkRKmcVtr0dkg7zWvOh+zFH40nhJho25Z2tcSMJrhqhC4nhAh+uSSFhDAlpZIkqYjBo4sRVQp073ydfrRFublDMd0GU5EYEgqG9Z2OrbmubfDRs1p1zKYzJuMSEPkYsW5FH1/XJ3+fFr5nCa1117is7XKd4LxIUF/Gdnp6DGede/p9PMvBdHp8l/XYnzWm70LlXye0jqvcxzs4HHDiCSJ9Ohbv5IM96ZQ6/VCO3/xxofxkSOuF6hMV/XC86dQY130E1t3nqS2nxpVbxAuFqHcJzR5V6qjGFdpUSKkwpiIJiVKalALVZJarj8rB+RMTiEObb8xILgZSjMTos/00OILtiCEHo4fgabsG27V476nblqZpWSwbDuYr5k3LvO6IouAzP/ezfOzv/CSHlIVJ5jRXKSXP377Ne15+mdX8ACVkdibx5AUJKQfDF8bkD5WApPLfclzRu4AeCVIUeFllc2EKBNshY0JtGuRojBqPUc7hlMTVK1JSmNEM3zcEn4VfqQV2Pickj3Q9pqowm9sIVSAQxNARUNgINbDXeUKUNH1H03bUncOFiKkKpNEo7yi0ou4DnfNZkIlIGkqr+OjxMWC0QgeFc5nQJjmPFAPxdMw8sSLlULCUAoGEVCpXSjAGoytkoUnRE6UgpYFf1VqUdAjfYB+/zWL3HdRki3L7JrKaHek4KSYODub81V/9J9741l/z6U9/mnnj+Yuv/D7jasyP/dgnufX8DiIVT70n56HKdWv3IoFwlnp8HhK9yIN/Eeo8C8VedO2z+lp33+uufXz/RajzWYTvpVX+pwe4DmWe5aA6PqGHjqaTyPAJ2j358E/zrj4RhifH+fRX8vi4ni5dcv69nf8VOhx/ijk3XC4fUrQHVIUmCZMJQFIkOEtUCqmLPAPKIJRBGUNkWEyHcaopl/wIrhtsfoIUcs54iCHnu8eItY6+bfD9ELS/WrFatqyWDQeLhsWqpa47vCj4mS/9Bh/6gR8aHEgnIymEEFTjEZ/5sR/l7TdfZ7E4QIis7oc4sGUdmpJTwkhJSJGQEtVkTFGW9F3L3fuPKKsJ/qBmtLGJMRWlg9FYIm2bg+a9JfU9djmnPXiMQuGdQUkycheGXKJaUSSBEx5UATKn3wZvsc5RO0dnHe/e3aV2ni7EXEFVg1SJiU7oQrNYZdb/FCKFElgpcAJKY5DSI0QixEiMCVlIilIjZKTrbC6JYnKSRUwJbXRm+nfZOZicpbcBW8+RCFRV4LsGVSikVMQhnE1rhVAZgZr8OGnbfZr5Lmk0Y+PGiyyC5nf++f/F17/+Nzn0LSbefPt/51Of/Dj/6Df/c/7TV7/J//Q//zYvvvA8f+/v/xQbmxt5rYj8BT4PbZ4lPM9DiecJptPvxbp39SL1+zxkfNaYjiPtdeO8CG1fZvt5xxz/vY4D+nR7hhIox9V84Chr6qQX7KRAXRfjeXzD2ZO/XuAd7+/41/pJRMFpgf7kvKfv7fRx634f3/7kAaYc3tTWiOVdxsJRVDnPPvgemSENQmTyD6XV4MwoEUUBSZCCB3HIpu/zyy1zkbpctC4RgyU6R7SW4Dx2iC3tuy7TyzU1i+WC5UHNqm15vOxo6paoSn721/8Rr7720cGYcIiAT96bUZLbL77EczdusXv/Hq3WNHWXVf0YKYxGJsh1QxOjskAimUwqdncfc7BqCUjcXs2ysbTuTWazGde2r/DSKy/TO09oW6TI96iDRwiF0DqbNySEzmO0yR+LZoUuDDEmTCHp+xYpFf1yj+XuLi4E7u8f4FRB23p295cIUTMal5RGY0ReAKPRBBcVBT0+RrQCtMKlRGU0ve0RZFup95FCKqQyxAI8grrtiCT25wt6awkx4XzA24BrO0SC4CLj7W3q+SNi8ig9IfQ1siwxRUHwAlJ2YMWB57VCYLSnt0ve+P/+nH/6e1/mzp0HlEU5cDeAmwt+9/f+iD/5sy/zX/4Xv8E/+ce/xR/86z/kv/vv/wd++qc+y2sfee1oPV5Wfb7s9nXtWVTis/79LM6kdWaE84T0ZT4CF/V3UV/r+j2rXSpT6qSKHHlaiD1tQ113oyeR46FZgKNtJwXz0w/m5LGHVHpPh2etu8b6ezp72/HxH002ObQmOo9fPcZ0e0wKEJhc8962KCWPYv9NUaILQxIKoXTOx0/DqAX5xQRSyuP3PjtaUuyxPnv1g48462jrhugttu8IIWCtpW5a9veX1HXLfNXRtpYkK77wa/+QVz/yEYiHfa3PQRbAbHODD732fXzjb76GaZsTwf2QnVFKyVzaeaCx622PLhSjomA0njFfNigkhfOUWtF3K+69/QY3r99AAgqJFBCNphqNcbZHRIcSBlGNc6TDEE+aBCAFXdejB5rB+XzBarnEdj2LVQ1Sg8yRCW3b4/YbtmdjtNF0zlGWmkILQlCMS0U7sFkRU6464AxISQjgnMfoXObHBZFLTYeAILFfr6itJYQcqtXZjtQKsB6jCxYP7+H6hnI2oVstERIKY0hCYKoRQgpIIXPUAlJqlIkgFf/bH/whb76zi3ZL3vf8hG8/WNB5iTEViITbfczIGEiB97/vOW7fvsq/+6M/5Y1vv8nf/9kvoAbKwGcRJOuQ62VtlYftPE/8umOOH7fOhLDu+PNME88SgXB6/JdxeK1rzyKwLySYPo5S89/jXnuOtp9WwUEcle49FLBPkG46tZ01v0+jyONj4Fh/F9lCn23benND3p+EIFmL232HqWgpJ2UmRo4xh0TpgugtSgmU1jleUyikKfK5Q7i3EGR05BxxqNuV+8vVOKOPJB8RKeFsh+0zCXL0jq5r6TvLcrFktVjRND3LtmfVWoLU/Oxv/BavfvijkEQWYsMH6Hh67tECSZKyqnj5/e/n+vUbLOtc694PlUXzY0roIfJASpnvKcG1a9dY7M0pygKlJMtVw0Yo2Lq6gygzWYld7WNMiRmNEUKglEBKTaGzPVKUJcIFZIj09YJqPM5CSEhsV9Puzen6nO65qmuaxQpVlXlYPjDWCmk0RTliazamq1cYo0lRUqhc5E+onJUWQ3YGFUoyqQpib+mjR4mEFlCVJc5HZqMR25MJ25MxRkq6ztJ1PatVjRyVICJYTywdzvUURUlbt4S+oZqMUd6QOgEqZpauoiAkh0+Rohzhg8cjaZuWyhSk8hZv7AYqU9J5j7WOVfMIWx/w3/zX/xU/+iOf4tbt9/HS7ffy9avf5mCxx//4T/8Xfv3XvkRZlkemnNNC5SwhdnrtnycI1+2/SHidJzjP6uOsMZ933HnjvYxJ428Dva9rF/Chqqc6OS5EjwvW44LxyXFyzfZ07Lc4tv04cl2HagXiSJhfzF51vD3r5J2+fhKZUV71K7qHbzIRFl2NiTERug6lNFILBBFtCpKAJFX27huTle6YMkoVEte1iCGWNMUEMs9J9A5SxIUcFnWk5nc9vq9pu5qmaamXDYvFisWiZtV21J0nCcVP/fI/4IOvfTQjXnEyuAvWLHAhUcDt2y/xwosv8frr30QrhUhZRZVKIVJAkrIZYPD2SwwhRJQQyJQwCXY2tyjHU7zvMhNW8PjeYVcr+lUWls4YEAqlNKaocE1H9Ja+WeU5Sh7ZFyQFXbOkrVvq2rI3n/N4bx8fE+OUsNbS95a+6ymKgmvbM/CecVHSRxiNRjCqEHHBftOiUkJIeTT/I6VZxh4hQGuF1hotJIXRTMtMUfjc5pSr0wlNH3j4+AAzHiHrkpRydthqbxeRIn48QWmBLrK5xrc1WgdC4UAmoszmgnd3F9y+tsXufMWD3SVJSFbNkulkE11NMpOWqJnfe5NxbPB9z9179/nyn3+Z1xZz3nrrLf70j/+ESWX4+A9/ht/5P/45P/+LP0dRlGvX7zrt8LJI6zJCNqW0VsCuE2jr7KBn9XfW/st48A/HdN59rNXULqGt/i0h1NPC7nD7+o5OHvc03dXJm83HnO7n+LWPHysGS95x4X32+C6esLO2r5u8mBJptYvdu8NMB2QxQhuTg90HirtDka+rSRaoJFRRghDEEABBCOEo5jHGACmz7KeYnUbR9dnxEXJmVN/U+EHd7/uerrM0dUvTZoKTznraztFaz49/8Zd57VOfgfS0+eOiex5Pxrz48kvoP1IYpWBgXIoxosuCsixRKmcljZRgpATB5swgmSQherCeVX+A1OC9QwB7e/uE4KlGFRveMhlP6BnSVpUhWk8g0HU1JJHLR2uNT566WXFwsGJv0bBYNdRNj9Kadnd/YHwSSATTosSvmhy/SxbwyYfMPIVEI9ApobXAheElBMamQOCxMeBjQCgBRMZFxaqzvNs/4sUrG1ydjHlrdw8vIjtNy2Q2Y2NrE9vXbEzHyCLH55JynGpO2hjoAusGIQT/7P/+U/7X3/1DPvDelwmy5MHuHFMWTCcT9vd2eRwjWitS6LheeD76wVd58aXnsS7wxt0HXL22gyymvO/2c3z1G9/k3be+zXh6hX/3b/8Nn/v8T3P8PTovPOoidPm3dexFKv7xdpaQv2wEwzoZcByFrjMvnGeTPb3tWRHrM7NNnfx93hfn6YEccpQ+jUYPJ+DQFPAE5R4/VnJ42SfOrrOE6kX7jh9zthoQiQjEchcO3mFjpFB6jFYS7yxpSM0UKqNRpTSyKIYYwxxhGGyffwtFSDFX7jzcn2LOkAKC90NF0lyiw3uHdY62b3C+w4Wepmtpux5rHW3vaH2gs55Xv/9jfOyzn0NhSOKsl2hIySUNZCyAUEdjqaoKbUqMsbjoIWYeVGMMhSmQSlNqzZXpiKrM/KFFVVEfrAjW0TQ1IQmsa6gmIyazDaYbW/R9TyQxX7WkJKiXK6azKUVZkXzCRYsQCWsdpMEZFwOPHu9x5/4uq97T9AEfPKNRhe16rm5vMyoE43KE0ZrSqHwvUmKAuq0ZaYNQMJtNidQ0qyVIQWEKfIyAoygNoYNAREqB0QUhBNq+x5uCeW+5tjXlmp2yt+yYTnqUBu8arm5dwegJppjR1YujKq5CS1xwmf0/BGLX88df+Sqdh7/6xlvMpmOUKQheMRnPGI2m9L3F2Z52f8lnP/EaX/jcj1KUBinA9h3zVc2y9fydH/wQN69doU+Cf/H7/5bnd7Z57bXXuHnr+aM38bw1fx5CPQ/pnffeXPT7PKF0VnzoWQLvLCF9XpTBRSaLsz48p8+9bLskH+rxAZ4sr3DRF+LU1Z5Cnk+E6ZPrHzcnPGk5XvO4CeEswb1uQi8rcA//HVOujBnn91H1LuOqwBQGKbNnWBejrBbLSIqgpUaZMufBm6z+xRgRusjzkUDGQHAtiEhMIJLIKDWlgS0p5jIhMeWXzGVe05iyHbHrepqmo25alk3Psmm5+vxtfuZX/iFSF4ez8tSUZEEacpkO79m7d5e+7yknM0bTCWjD9ZvPUY3H2L7Fe4NLYIYSzIKEkorN8YirWzPG0zHRB/YePGT+eE5lFNZGQhIoKemWNb3tsTESvCQJgTaCRVyhSEitQWu8y4TYQht0UWJ0gXOO+XzBo/mKvaZl2ToEkulkhHc9L92+yUu3XxgchJkgBRupRhOatsVHR4rLtruUAAAgAElEQVQVi8UcoTUpRLQxFFKDSAijGcmKZe+IKVMWCpULHcqU4KhUT2LetBSjimnnubu/oOunFEqgqwIpItE1NIuEKQqSknksCELMjkalFI/2Drj7YA8ZBUkmVssaqWtmM4EaTZmNJ7yx+zVSv+RXP/8J/u6P/zDjySTPEQk9SZgNx7UYuFU3vOe56/zxV/4j22NN07Y09erc9b9u+1kq+UXnXIQ41wmr89p5x18UYnXePV7GtHBZGfGs7ZlLoBzv86Sq/vTkiiwvLnHNJ0LyvDGc3C/hMDFAPP2Aj//7CZvQxYZ5GHB3jPjdd6nsPkUp0brIZocYkSKhCEMZDZEDupUkipwXHnxAm1yqJHqHEBBDFqrJ90QCCINQRf4dMwVdjIHgHF3b0tVNJldxkbbtWa0abB9wPlK3PfXAGvUzX/otyo2NQzPsmU0Ihegsf/n7v8Odv/oKKUYWTYeXhjZJ9tqO0C4zQYjMWT+FVlRGU2hNVRVc3ZoiUsD2FiUky5WlmGyyuTXD6ILRdEa1sUm7PGDv0X0aF1jVLY/39lBSMJ2MsV2LS1B3md90a/sqZVXh+57V8jFd3+JCdl6lKAg+oXVkZDS3X3oPr37Pq3jXMqo2sIvdnFXmHBAQI8n+fottepRQRGSO4fW5wN+kKOiB1AV6F9lbrNicFJmtShnGhUaLiPUKrWC+bIlSUkgotaTtewojUVry1tvvMikLZpsbmLJkPJtSao0qSorhI+q954137tP2AXmscGPbLDOhiykR9OwUS37+Cz/GD3/8B5htbiD0UEssRQqVs/+id4zGJdONGb/wuc/wQx/+EAubWM4PhndSDNF8hx+EswXUZdDluvPWHf+scadnocF111uHKE/8O294qo+L2rOaAJ+lXRqhPrnwuqymk1lPT8wBh0H8x4XuSYdWbnLNwMWx/9Z8DSEL0lOq/+mxnSc4124TQIzYx29Ttg+oxqOMdCR47xFSIJH4GFDGoFSRYxq1QkiRM2kKDUM8aYwxU8XFkGn5SIOdM0J02XYaIzE6nM0OqL5pEEDXdzTNMguFvqdpWhrrsUHiUXz+536Zmy+8TBqm4fTSOq7uQ+Jrf/xv+PM/+FfUTcd4XDIqSrq+JiHxdUsMnoQYaPoMo0IxGU+oRhWTsWE2LtHSYDuHEIpvPVjwyisvc+25lxBGM55OUWXBeHPK1nO3me8dYJsFVWm48+4dHuy2iAimKCi1pCxKcD0+Opx3tNbSdoHdvX1250vqrkMqyYsv3OLWlSvcun0boUpCZ+m6FqKk0DLXpBKB0HikAKkTVVGwbHt88EQhQAqis2glkVJxZTpmf9WSgKIoMcCkLJHJs2gd27MNlNSsOkf0IScIhJxZNRrPSGIo9VKNKMdjIpJlXVN5Txh4Xk014uHenOOxy1kIROrVim+/8TdslJp/8qs/wU/85GcpRxNwjpTCwP4F0pSoVOC9RZYVKQbKUvPS7ev43lH3lvb+t9Gb1zKtYK59gBrW2VkmoHUa5eG/z3s/zlOv171bzxKDerq/85BjPBTAPA3DvlOkeRp5n/WhOK9dKrD/NEoUa4TYmrPPHchxNf/0cWf9PT2us847b2zn2miIEAX20R3M6j6z6RhrPYXSBJ8rERldEmNCqKHek9Q5vV0rENkpkolO3JOHPqj1WXhmj3PikOe0J4aASJFgLcG5nKUTA33f0XcWay1d72ito+kc86blB3/kJ/neH/rkEyEq1jFwPtnXr+b8xZ/8a/b35qxs4GHdUWjNldmUjZFmZBUbRUnAo2QmRBkbQWkUldZMixKtsh1YCsl0NuGnf+KTVKZCSk01niCUxLcNEZkJYWIitA3TsuTmjee4c+8+Ukac89jeUxiD7TuMMTksLEZ6a5nXHXvLls47ZtMJWkpECrh2iV3VSKlwKeZMK6FxXYcPlsX8gPm8xiGYNzUBQGZKPq01MkbqtiWEwPa45LmtCR5oux6hFUoJ2jagBUwKw9iUPHy0x0xnhrCDgwVXN2a8e/c+2mi2t7dxfk7X91RVxWgyQVQjfBrItwWsVi1CCGLyiKRIKSJRlOWIK9tX+Nj7rvOxj3wEI01WtAYyIUUGX0Jk3gEjyvzhSIlke6RWaGVQWuLtPv7BPp0Zo6bXMNMrBG2yUD3n/TrL5nkeKj3LBHCWoD7rOudtv+ga8ARAiHVq8DO2ywj+y5oFLpkpddhOO4OeqOon1fbj+04O6HhsZ56LQyQ7CARxsYA8/e/LCtyzf+d7A7C7byMP7mAqgwvZWeF9QCrQhSFEl4uxCU1EoIbA90jKIU+9RQ6ecinEwFoPQkoCgiTUYGuDGAYHlLOIGHPCgO1xrqfrWtquw4WIdYG2s6yanLP+wisf4DNf/AW0MGe4BU/dqxAs9/exi8dEIRAyYUQmtt5bLnBxghKCzVFFh8W6QAiZRWlclRQms/U75+iTZGM6zdEAoWW59wghJLUyCKkwkxnLzrKc7+OtoywLpFYUhWTnykYWoAPTfQwRVRnEoNUsliv250tsCIzGI6Z6wnQ8pm8a1NYGoa3xbc/D/RVqPOI9L93GkQjJYaNDVAXaB+bzJa3PkQAiRVyAsiho6hUxBLSUxATbk4Lex+xcjDkbrO4tldaUWnFlY5ajB7TA+4RzgelsBgiccyzmS7avzNBaEoPH2Y7gekRKdFoj6wWLpgFA6ZIQw9GCkyQqrfl7P/qpHLurFGmIXlAqZ4vFlJ2HIYSMvGOuNuCTRyhBDApTVCgT0D5rPP7gbbq9e7C5Q7m5g9QjYhre20OhcYHKf95aWuc1P/6+rjMdPEu0wOnjT5sXjm8Xh9vOGf+z3Nu6v8/aLunlX5dCCk+D7cNtFwtCOPUwBmfKE7YonjrvMkLyIhVk3WjT8P+wdx8O3mE80rnkhsrhMIf701CNU5kiOw2kRujMyJRipogTMRFlTik9MnFImUOnRLYNkiJhKDonkoCQsF2HdxbbNfiQPfx97+h6y2JVs+pyCRNRzvjCL/86RVHmPPljH7MzF04C7yxGily0Tkp0URJixMdA5yzReUajKcY6rIsUhaEsCpTW6NIggKIsUSJh+56ld/S1wntPOZtSlgU+Qr3aZzE/YO/xAdYnprMZs1FB1/aIBOOqIgSPtR1Xrl3jyo0bFOWItmmQ1ZTRZJ/xckXvHNoY6jpXKmialnYxp+06DrrA/t17/OGffZm3H+9TTDeQMTArFNcmEzY3JuhRhTKG6XjC6vGcaC0Ak1FJZx1t73OxPSPw0dC2uTZX3XWMxqNMYi0yubb1Hb3PdaL8YBMXQjDb3kJIiesD21c20JUGF3B1TUiSNibevH+QH4AUCBTRe2ISaKN45caUV165PZRYERADghz+5WNEakNMEa3z/PuYQ/FkSsjokTLHMsvkSMmRyNljwjvC/F2ag3voyRXKrZtQTockkiGV+NSaWYdAL9O+W7X+IofYZTzylzE9XNTX4XGX0XLPa88Qh3q29+4i2+Q6FHnyWDie0nr2GE7+PS9E4sIxikGIkyAlwuIBcfcNpuMKZTQ53z4gTUFwDqWz8NRlMRBF51ApREZahwxRKaWjqRJi4BZNGQURfXZkCYEbbKs+uMxUFD3B+yFovadtWmzvaFcdddOxah0hSf7uL/4Dtq8/D4Sc0nrOvB+2BGzsXMebEVrVFGbMqNAEEr0PoCT7y5beeXa2NhCr7qgcSlHkTChTKEyhGClNioHWdrS2596dx3z73UfMG0vjPEJKJqOKSVXSdD3jsuLqpEQrSYqJnWvbbM/GyOQRdoXWz6OKAtUuKXWEZDEq4V22Brqup7eWu/YhUsDjpuX1dx5St469vsclwa3NklKDC55v3Nsl3nmANgqtBNd2rmB94IWbO7i+ZzypIGmk0CwWDiUVY5NTXRdtR++yTbvpeqztKLxAhogn4mNEyBxKlqTkYDEnWM+V7Q1UIRnHCUVRICcTvLXcebTi9XceUpZlro+VQAxJIijF97x4He96Ut8RympwTEZCPOSskANbYg7Byq9JFrDRC4QEIQIhQFKQhELrLLS9j+i+JbS71PMHxHLG6Opz6Mn24Qt34j066/05L5b1PGH2LILyov1nIePTYz3e9+lrXDb64KIIgovaBQg1rpnkpyn5LosWTwvop699/o2cvt5hXaBn+bIcPRBBzlYiEZsF7uEbjE3ILPPFlN42kCLJO8pqhNQmF9XTWZgmKUhCZDtpSog4GMqlIPqMfhA5+ykd5sYLhSDgvYU0lDdJ8Yj5qO97eutzLSTvsT7Qdh2ruqfvLO/7/o/zPT/w8cO7H2xsT9/buvudbl7lA5/4LF/5vd+mKjITvxqeQecthZa01mW+gejRWjIejZiOR1n9DAlve9LYMJ6MeXD/Hl/5y29xZ68eKPUEDxdL0AU3rxnU3h5XKoNPYIwE5zECrlzZZLY1xSRBSp7gO6ryGkkuGG3vsOEdYu+AyXSMlBrbNggpKY1gdGWb+994m1dfeZUf/N4PMR6XJGL2pr/+OvcePKLpt+lDYH+5pG4bHu0t2Noc0fc9RWGQQlGoHPM8rgqstcgUUUpyb29BEPkj01jHftcSVESnxKJpMdMJSRaMxmOarsZoSaFKHj1+TG87rm0n9JUthNGgFXvLA5puhVaZxlEWZUbnfUtBZDwuCG1LKxXmWEyzdCBUZt8iRqKQWbMh1xsLKeYsxpRIyaN1Lp54yGWrjCQKT0oViohUDm8X1G/vEc2Yauc2460dkjBkKT8IK562o56HJi+ytZ4WaBcJw7ME+7PYYo+ff9oscRlhed479F0L1IsE42WOOe8GnuwaVOMzrnEREr0IIa89J+WFJKzFvfstJjqBKCnKCmTmBhU6swDpaoQyJUlpMCYTNMcELmSbmZJH3vosSLPdMoWYg7uHWu6ChHOW4DOhsfeOtp6TfKCtG6wdHFBdT113LOueRdNRd5bR1et87md/abiO4Mh5z/mLK6XMICCT4JNf+ALzO6/z8Bt/iUYitMEASkFMlpAyufK4LCmqYmC9z1I7AtZFFqslew9r7t59zI2bt/j+jzxHt1jQ6oKvvvU29x/vEX3Dres32KkKjIRrO1tc3Z6hosOkwNbVm0ynM9rFI0KzoJvvoiR0dY0qC0pT4GMgRMf21ozbW1dou5pF6/jMZz/Ly+//AKFrmD98wPz+fRbLA8Yjw3tfvEm9qvn6m3eYGsHta7cYlYad69sslw0hBIKzVFVFsB6lcqyoTjke1WhF73ta55gRebC3j/VjhFI8bBp2ipKHjx5Smh0m001CWNE0LePpjIDkzbv32akX3H7+JtvbV5lON5hNt/De0vU1+J7ZdBM5mxHtigcPHtE2dQ50GtjGUJKiMOQ03DQQ02iCTxRFSRKJJNQRgY1SGeDogSwFIIbM4GDKgpg8pTAo5VA6c0G4d77K4wcbVDu3GG3tIFV1FA2wTvCsQ6TPouZfpKF+N3Gx5yHX0+es235eXxeZEta1S2dKHVobTw9o7ZFnqOnrzzn/Zg8fxmVu7DKmiMMWpUCGgLv3bcZFROgKU1UgFWEoNqSqEbosUWWZ7VlAcg58DmtBigHFhpzxNPQntSKFYfuAAnMmVI+3PTFlfk3b9yQX6duWrmmxLqv8XWupm45l3dH0jqA0P/1Lv8r06vXc3wUL8KnFJSCSKIspP/JLv8a//G/fJSz3KVWZTRVCUCiJIvONjiYbFGVFoTXj0Yi+tzRdwwPb8PY793jP1Rmf/OiHmM228dGw3NtDas2nPvxBXO6YajziYHcP7z337t9l/vgRt3a2uHXrRaYbV5AiMplt06z2KSYThMpEM9ZbXGEIPlJpw5Wtbazz1MEzNob5O9/ka/ffweCpqgqBZDQpkS3sHcx59HiP7WnF5myDaWWYTQqEMUhf4lICnwmrOx8zaUpMtG2PEoKNcUXTtdgQcTGghKLrHEEFfEg03vPm/UfsHizY3tpgc2MLIRXWB1Ly9BEeHHTU9gHXO8Gtq9vsbE9490FHNZoRU2S1WhBDjyLQdZa6XuGdJ3mPNuVAPlOhtEYJgRcRU1QIqbFdm8ljZLaDC5Ht/zEGtFaZeyE/+cG0BIRso9faZPQqwRmJcw39va/TPSgwW9cZX30+81MMGujxt/30ejpLqF4W2R7ffhYaPetap489D4Rdtp0e63G59bcqUJ9cTBz9dyQ0BnX7rHPWqeHHt+U/620fF13jopte9/vEgyLzkXT33sTYA9RohCrGudKn7QnBoYsSIXOBOIQgBk8ICcgeVxGH2FspSSGAD1ldUwN6GGxfKWbvf4wegieGgPMW27a4rsf2DX3fEQb7a9t21HVP23taG7Eu8unPf5H3fugjQylmcTRt69SosxboYcmN7ede4AMf+xR//Ue/S/IOXRh0Yeh8oFSK/XqOKA1FMUOkiBIwNYKqMGgiLz9/kxd2RmxvTSmqMXKyg5SS+6+/ju9rRFFRbF2j2rzOqHeMtGBjpDio50wmE7au30JWBXQ9sjAEKsxkCyUFvikZuRLX1WhT4AOZ5yC6IWY20tU17+7fZblYZeZ8ozG6yDZKYHNjg3EhkUBhVC74Fx2FkhATXXJ4n+cixDSEVim0jGxPR6xWDa3riUCIAR8zO79WGiUzY1htPW5/ybJxTKuSyahgNK7o2x5PZH++5MHjfZQWVDKQgsUHm8nFhUAIBQRG0zFKm1z6W6yYzAwuJaTzOVZ5XKIFeBeQKjs1CaBKRQous4mlw3pRoFRGuDIaVJHwfZ+jR6RHCoGQGsxQrly0KJFyKZ29d9jbvYOe7TC98R7MeIMo1FHp7+Pr6/Q7fpH2eFrdvgwYOAwzvKh9J0j5rG3nvUeXuc5huyQf6vmhXscF3fHfl0GmlzUrXEbNX9/Pmi8h0O+9i5w/oJhlR0IiZyWlEDGmQBcjdFEhDqn3UkKaXHAuhZi961IhpMpZUOIJO1cuXZybd30Gss7StXXe1uXierbvswkgBPoup5QeHCyp2z6j087xng++xid//PNPR+2vmaPz5uNofxK8+ukf49t/8WfE1ZxgoahKjNak1GOkQoYnjP3OOW5szShjj4ievbqnaw31skWrknFlGL3/VTZ2rtGuFnjXI3TEPfgGcbnkwXzOwXyBT4lrH/4+lIok30GwBBLb2xvIaFHFlKIo6BUUhUKhqRuLNJJxMUMoS1HC7v07bG1uMNnYzChOSoiCznU43+O6jt1Vj+t6qqrgypUtZrMxVZII6wlCgMlOwTwvkqIo8ClRVIrN6ZiwCAgyL0PTW8ZKkRjMNkKgZPbEO+9pvUJ7hZ8vKcry6GM6mubg/+lokSvApkgMbnBaRlS0uawKinJU4mxN3zbossA2gWKcK9qmmCvkBp8FotYa4bPAT8ocFVS0bYcZyn3LCCJGjDYEIfAhl9EhJaTMZo5yPMNbi1QtJgYq5+iXD9g7eEiabLP93Hspp9snUOqzqNPH958VWvUsaPIyx16Eai9rc73ons4bwwUC9RCZno18jm8/q0TAZSD0OufSRees6+u8/QlQRFyzIu6+xWx7gjJjIOB6m1/QwgxF9AqE0dm2JDIqFDGQvM8RADKPKyZA61wOJcQhOSB79aN3iJQIIb/gwXliinRte+Soss7StA1919P3Hp9gvmppvGO6dY2f/s++hDLmKETqsu3MF4DE1o2b3P7wx7n3lT+i7nqMKPPxPqKlyhlDQoLK+fwpBaqyYDaaooxhvnvA691bvPhcTdPUbL3wPsx4TDmb4H1Pt7/H/qNdVvM5i2VN3Vm00VRlSb+/i6pKirJEyiEsSBmCNKhynPPiGXhcYyD6Hp9gVI15+OABG5tbjEYFUuRnYDuXs9fUmGYoYZJjXTWzjQnGaHxvsW0PZfbOJ+vQOg0xnxKvJdJBYTSlMRhtKAqDUoKuDwgpqcoRwFBvSiB1Ls/SekdsE7PRiK5uQGSkKG3mWr26MSVPpc6ml5TouwYtwPlI33eYoWR3bztCCownE6Jz+KYhySFeV0qE8CQM1pPL6EhF8A4hBKYq8gL3kThoj1KStaw0IHWRSEIgVUL4hDKGIBKu75CFRpqECR7v5jz++v9LsXmdjRdeQY83ECkzpgnEkbYD6+2Mz4Icv5NQrfOudV47bX8975jLbj/dLiFQ899nFXTHB3EeCl2Hsr5Tm+m6djLWFXyA+p2/ZiIDrvcgenxKCCVznKUp0WVFUgoRyWQlKQx20uzRR0qEVBmlHv5fZEKVQ8JpUiAGSxoEKCGnnnZdh3M9AmjaOlf8DJEQEqumY75qWDmPjIrPfvEX2LhylcNIrIu+wOfN0xPVP8/Dqx//Yd75j/8PLjRI64jeMxuPAMGVq1u0UqF0iTY6q34xkJzl1rVNNsYl9+884G++9Q5Xtg7Y29tntjFDSkPX1nQ2UteWpvfsL1pcX/O+975IuzqgLAtMLraUK4bKiKym6PEm7eoAU44pTEkIAl2Rw8ecpzC5FPXOzhUEHoEkkBhX48HznfDegTHsbG8wm02pRgXL5QIrJEZpkhJ0j/fxPtDbHLcptUaEkGOOkRnBiRx4Pyo09QqcD2xtbjDe2GKytc3Lr36Aj37ikxhT8ODeXVzf8+DuXZaPd1ntP2L/8S4uRIqqICYYVxrvM5+vEOBsT0yKpnPcvXuX6ztXGY8qigFh2q7JFIdDae6AJ/mEKTSu9yhTEkMkpLyOtBnY+we0KuKTZ66UGoBOXi8hBJzv0SIzphljjsxWhZRY59A+kIIn1A958LXHlFdusvX8KyhTgci8v6ffrfPev/PW43kC7DLC9rT98zLtPNV/3bbLIle4hA31sjD/tO1z3bGnof9ZfZ513Yv6P3t/FiMCsI/eZiIDwmR1MXqPKUuMMUhdILRByFzGIohEkhF8Lp8Rg88oAzJiDPHwxgZnQiY58dYSU0CkhO07SJK+X9G3Hd45grM4l8uZOB8IPnEwX7FqLdbnuiUf+Ngn+OBrnyAd1lPhpF3pMqEna+dtiJK59tL7uPKe97H86l8SQw4hiqFnVBlGVYFHIYXKXmetqAoolKASMLu2w9Ubz/M3f/UNHu+vaINnsaoRQlM3He2qo4uBetWiFFy9ssHGxhQ1fIy01ogAiUhMjtAtSaJEj2e080fUB6uBbzYSnOPRwzmzWYXtezYlpBCYzCa5hEwE2w3k3VIwmU2yU01rnOuoygqZBGo2ZvfBLjFkspQkFIHM+qW1RilF5xx12zIdlRgpETGhhECJyAe///v5iZ/7ZTa2timrMQxmsK2bzwHwWhqEVd9xsPeYd9/6Nnfe+BZ337rDczeuc/fBLjFGlMqcD9ZGrM8fnrlZErxnMhnjvWdcVSQBweUPvhI5cyqE/D7GKFExIbSmKLMQDiGi9PC++p4kdS6TIvK61zoRQg7nMzprJBIIKea0aSWJPoddaSOpRgXBOhQti/vf4J17b7H54qts3XoZqZ4WG99tptLpY78TtHpZIfys7Vm8/c9E33ee8fksQXj6Jo+fe9m/5/V54aSJQ3QHbnVAmL9LaSRSG4IPFGU1CFONLEfIw9RQobOmnwQIQdKS6BNxKDGMDyQpULogDuWJhbN41+G9JYWMqJy1BOvwSJzLZUx622W6PjLf5arusTaxrC3ORbauXeezX/ylgcn/WHzUd9GO5k5ATBkpfejvfI773/wadWeZjKfMpEJ1mZc0uchoc8a4lMTYZ09zTIgA0Vk2tjb4wY/9AI/u3Wf3wf2cXTUqWNYHhJjLXY/GJUYJXn75PVzZuULymQaQIY5SKYWLnna+y3RjB5kMIjmSUDRtjZSaGCKbmzNC8BhTYYSimG2gUKgUKMcjplvblOWE5Wqf8ajCupDTgYPMge6FxvaOuulYLBua1iLLMT7FYTyCoizZPVgQo+PmrRsQBX3dUErBWBe89MqrXHvuhRO+hMESlNegEEilKMdTboyn3HjhRT766c/StQ1f/vf/gd/+7X/G/uN9vPcYpWh94tHBkg+95zmatoWUzQFlWWZbvBCUShBjplwUUhGTQMREIhCcR6WSICKYnPUWgsuVFZDDuCIIgzIFvo9HpNsu5iQBowtCzEI2x2W7LFx9QEqF1z3aabR2NF3L3rf+A/N7b3Pz1dcYb15FiCFLcLCKAU8hz4viT8+KULnMWl4X/H8esLpMLOx57Syz5PF2KYF6utPzVHN5LHzoMoLyvGMuQrMXTaAQTwhDYlfT3/0GIy2QZZEXlDFoU2TGqMFDT8zII9q8OGMIkA43JmJwSJVLeSBEtrGGkIPeQw57khKsczAwuPdNjYsOQWaldy4MnuZE3XTsHSxYNI6m70mi5Ce/+CtMZ5tHuPoycXln/T7zPODWK6+y/dzLtK//NU1vmUzGSO8IIWWbsMimECXVwEqfBWGhC4hQVIqbL77A9o1rvPH66+w+2mOyMePa9etZhdUq19gSiehDrmCQEl3bURiDDy7brE2FKYpMVzeZsXNjh9V8Ttu0+BTpe4sQkp2dHbZu3KIYVSRn8e2K8fY1iumMlCSiKgldiw41fb8akKTEux7bO/oQSErR+ISWjsqUBAFtnwWWEJLSGEpt6LrMRzselRSjkhdefm8WHBc+g8M1mZ9bUY345Kc+hfeBf/l//gv63hKTZ76Y8807D/je9z7P85sVzvc0TTxCsUoJUnAUQpCizPcRPVqbbHlyIFXAuUiSuazM0fsgc3WIlBJKSGzo8KRcesYoSi2JMeF9j5Y6Z2dZh0y5/paP/VGFBi8NSnlSjOzMFE1zwDtf/kNGt97DrZc/gBpvIXhasJ03R+sE4WXbZWXBRWO4LIp9FtMaPAMf6vHfFyHWJ4vq/PYdC4PL2EAOv5hAbJbYB99iOlIoPUIxpBAqjapGUFTZ+E/mEpAiq3vBWxgeVIiBYB3IgdhDMHCeRqKzyBToByHadR0xJXzXZcq+lNFq8Im+dzkG1XkOFotMGt05rM2VNT/yoz/JS9/7kSNcmk7d43lZHzxd7ToAACAASURBVJdZJMf3mWLE9/3456kfvMmy6dGmYDYbcdBadDHJVQO8ZFrmAP/RqMrmkekUXY0RRYFUFXoGH965RkBQzbYoyorY19S79xBAdJ4UEt5n5qWMiPL8Sq2RymCKkrbvKKcbtHsPQAliijksqohoqZn9/7S92Zck2X3f97lLLLlVVe/T3ZgVwHBmCA44gx0jEAIBEDAJgIsMUrZoUZb85H/BL/SDz/Gbj978pHPMJ8o4so9FypIIkCC4YiEAYZnBMgBmw8z0WmtmRsRd/fCLrK6uzqylAd9zqjuXiJsR99743d/6/Y5HVKWhqgcEpSgKixlImWdKCaUzmUzyEqUPMeJDi2tapntTWu8JKdPGzBBFcI5gjTDTpsxoOEQFR2EN8ySb6LCqWDt7hgtX39L7QFen/axal8YonnvuOcbjEV/84hc5f/Ec27vbbM3m/KevfZvfeM/TXDm7hsmZmDPeB5qmpSg0cS5CTqGwwZKqRNKGa9du8cijD6KVgKpEelLGrCArjBVixRQFarEwUqxilCYbi9IZpZE1jsLoSHKeHFQPkA6+kY1GF4piMKYYaIqhp9ibsn3jFX5w/VXOPfIOHnjoMViwsOZ71+xxa3LZmN2vC+G07oXDlu5pBejhdmqA6VXv5TOA1JtFqzXVVe1+E/kPX2fu8zWTUqjpbdrrP2FSW5QpMQg4hDUWVZSgCrQqQMs+m3tNFK0wWYChWfhLRfEA2C/1E2K9SAie4DuJTHuPLitS9ATXkpCIbvSBrBRN0zBvO9rOszub0/pA6xzj81f4Rx/79d7XeSeWerR/+HTtrsWTMw8++Q6+d+kq6sZ1Zq1n48yEG5tvoE2JIZOyoihryiJSVOJrs0WJLUuyLbGDAbaoUEUFWfyjvpmDFwBpbQpi7NCmQKshOXtJ4VEGq40E64CUMkVR46PAJCqrQYubZGdvSmWFUjn6Fj8D33aoHgjEKoVKga6ZEztH6DpyYemmDcF1NE1HFwRHwbWOGIKUGFtNjBlFoigtxtQUZk2CODEyGQ4oC8U7nn0P5WgDndVdKupxVUN35ipjS8Oz73435y5c4Et/+SWU0nzhC19gc7flT/7267zrybfx5IMPsBYVShWg+k0ndmhtJPUuJ5JSaJs5f24d33WkLjOayCYfc6QwtfBj5cwiTxpyD4gCOQeCFxxeoy1aFcQsFgA9iI82hbgfCqH2jklBymzdvslgMiG6QLuzxbkHLrH3yrfYuf4qV594mvGZSz1Yz91jtGoNHv5/1To96rPTtkUfx7kaDv/WSZ/B+xKoq4XrQsAd3deq/k5yzJHXeOAzlTN+9wbcfpmRjhhlyTGQDZhqjC4KtK1Q+w52OScHCTSl3IOdxIDKuc8ZXPzK3cGh3Jv2oAjBkxU005lUR8VICFJ+2nUd0+mUedPSdYG2dTRdoO0CEcOH/qvPUE3W+hSpo9tptflli0MrKAcjnvjQr/H9P/t35L0pKSvOjNeY9nQmKSWariVYLfQutsS3HZQDykrYCYpKC3iM0sSuI+xtklKHLWva+RQVBRs2pYRzLXhPPR6SiwJTD4ReuWvE9aILkMJfus6xuzPnxs6coS1xz/+YM2dHXLpwjqoaolpBZNJ1jZvPoGuJbSN5w0kCia5t8THiYsCnTEJRWUNOEV1aDJkc70TDdze3mHU7DJRiY31MOZnw9D/+GDYrkjpN4tqheZCB55FHHmHt0xN+8uMfs7W1xXe+8222mo4/+8rXad3TPP3og3QoRsEzdEa4vspIVdiew4x9BtoYI2VdSUAKjy4qvBdXldEF6DsFOGk/71aJv1+p/aIAYzQ+WZTJ5BQInbs7QyBlrC05s7bG3mzGrZs3WV+bENsZNYHQbfPjr36Ji488wQNvfQJtymPX7+E1eez4nUCYnsR8P4274USW8KF2wsT+OwLveCfyal/osv4O93FaDewu01f1aU1o4t4t9O1XKQstaDxR4OBMNcBUQ5QSn2lWCmW0VDKlTPR+P0Uqp9D/ZZSyvalk9kFRpGZakZKARzvXEFxL9JKGlLxjurcLIKyl84bdvV0aF+h87P/PhJx46BfeyZO//O67NoXF/a0a+1XtuIWw6CcpiXs9+s538ZMvf5Fh6Njc3CYmhSoUrpMoeTOfczskSrNOWSW0UcSuAWuxA4Nv5yQnbo7YOZJv6No5KinCbEZwLW3r2N7epWsd5y+fo6hKqvEapqiltFebnvVVqtTyXsIow7xx5Jgoa0vjA6//4FV2Zo5z4xHrkwGoTGcsWmtme7uSn2oNKSKR6wTTWYvrPEVRUtYw0ULvrZXCFKKFQ8ZYQ0qBQWmprWJgFc9+7JOsX7gqNOAHxnJV5Pdo3530ce7cWc6dO8P6xhpf++rX+bu/+xu+/e1v8IM3b/D0M8+wO9vBh0QYlChtKZ0nBU9ZWLRN6BjR1pJRoqXGRK5KSivQkCEnVKGlRDr1VOZJ8HkFC0Lyf5OQX1EUlfhj20wyure6RGCjEC1XZWxds14WTNYnONfhoxe8WR8ptGfr5efZ3bzGo0+9m3LtPJCEIkj1934Cbf4ogXd4DZ/kmVileR6WPavm86RzvGinBkc57HtYLQxPXwd7UtfAquMSPTDJbIu08yajgSXEjDGSq2eKClvUkp7cC8bco0ItKlgwkrQd20aSphG/1ILMLaUkfrSUxLyPYuq7tsV3HaHr6Ppz23YOCZqmIaXE3mzeI+8H5l1gOm/pXIBqwEd+4zeldFBubMWY3v3ZsjK+U/uuFdh6yDs+9hm+/Sd/hA0NmzszTLZUVmrER+WQQSkMsDImYkL6bopBYWyNj5JUHzrJs/VNSwqe6d4ezkdu3LhN23W8/cmnWD9/Bo3DVAI8Y8drKFPSTbfRSaGypbBS115YxUOXz/PolStoq7h5a4f/8oOXuVHt8NaHLhHwVIVkA6A1xlhSG3BR8BXoBU9OEKIEBtG9lqaFCE8weDNGa8bjETZ61sqC8QNX+MX3f1hyZtWdsbufTa4f6v3pzRkef/xxHn/87Xz605/ic5/7HLt7W/zOf/8/cv2Vn/DVv/zP7Ey3JS3MRybDAu8lOJVyoKhqcQv0FhIxitAvLVoXxOB7RKoALu+nOuWc98uclVJ9OlYm2xKlPdl1ghOwWFNAThFjreSo5YA2GTusyEg+rO8c1hqKwrA73+L5r3yRy489xaVHHicrc8+aO7xGTxL9XzqeK4TdaeTHYd/pUeee5Nk6cZR/0ZalDhx+fZykX6Wh/kymPwCJ7Fri7VcY6EDykUIjoLxFhSmHkLWsEo3A8MG+KYVS6JTJIaAArRQojVYWlEGpfhJSAqLkSbqO0DXErpXggHe9ee+IIULWeBdp2obprGU675i7QBcyPmaSyrz/Qx/l4oOPrpyD047F4XbcIlM5c+WpX+L6jz9A882/ZFiCKsWf5r1H1fJQ5CR+4Pl0hi081WgCNFJ51kPHtc0M7zx723vs7u4xbRy3t6cMBhXv/+BzTNbPkLXFT69D53DZM1BKgoFFja4C9foZXOiYrAfO7O1xZrLBpK6JOTIZWMqy4HuvXidmzeW1kgtnNzBGCBSVVpiywPlA17TEnrocBUYb6rqgmc+JKaFUJKSARlFYARwp+sCcjYl3PPcRyvF5IN6TH3mc5nOc0L3jy9NM1tb4V//DvxQzOcMDj76NX798lR+/8Dw/+e7X2dzdwrfiglBqRhULMcmtJSSwxmBqoUeJrUOVSnJWdZBMFWOJWXzTi+IB6DNy+qwcFSO6HkCGmDwZEboJofUW5oqEKUpMafHOQU5UVp4HWxjKwlAoRe0dN178JltvvMxbnnqGyZkHSApRZNS9wvJ+faMnzZE/7vxVCuPC13qaPk8V5Ye7QVGOE6xH9fmzCtP94/c/AGLE3XyZsQqSpqMCqqgxtkSXg95sFyxTxWJXT0JOl1MvRKUCRVwHPSK6NYLMn8K+dhFTIi6AoV1HaKZ0EbquIThPcIGUFG03Y3dnhxgyPmTaLjDvHD5loo9cePAhPvjRT0oqzDHzdlqNf1W7Z5EoYW994kMf48aL32bYOnxhCAkUmpyNYG32YNkhBVLjQSmKqiKnRNeXfSpgvjdja2ub129tc31rxpu3N/lnn/o1hqOh8HOphO+rzcxwgqkmeOdo5w25mUHKfTArMhjUGKWoJhOmzYx50zFrWkxVcnN7SvQlSVlKC4WVtVmWBc6L7zrESBsSPhtcznTOSUBSpR7tHkFwyrkv1oiUZsCZh67y+Hs+CMSV83DSap9VTc478P2iP8BWNU88+y4eeeIJvvGlz3PrJz8g787Etxproo/UdUk1WiOGSNfN0UahjJUEfSubINH3ikESZCzXoXrTXyvTBwR77IaURfFQFSE0+BQhJozV5Jgp65oFzXaBJhZS8VZVg77qrEIpg2kVFs1us8X3v/olLj/2BFfe9hToCvK943mSwNVxx/882sHfOq1vddFODN93sJPDNfurNNT70UpX+TSOVMkV5Kzwt1+nCjOylsRuqy3GVGQlyc5Za5RWJA3aWOGET0HKKlMikSQ9KnhUb06hTL/zT8l98nWKAR+c8EF1Lb5pCCHi+zr/EBJd1xFjZG9vJtQgnWCbdgm6KBU6uhrw8d/6ParBWOqjT7lOTrqzHyeIJTKbGJw5w4Pveo69v/5PzLMl5YTrHL7QdAmaNpKKTI2iMIbUNczme8QEjYu0rQC63L69xxvXbrPpA7d2pxS2IqaMMQplRFjWwxG6qlBGMb31BilEQa5vO2LqaJop3nvKsqQeDpm3DVub21zfnrE776isoagNP93eYdp2PHBmjWFlMdYwdxKpdi7io0SpkxLXjo+R1nmMVYQo9NIq514zk+/aqHjnhz5OMVwTc3/JGB+lHS1bu6dJA7rzUCuqwZgPfOIzvPbjF3n+77+E290khQTDISlGjBZ83pQNNJpqOEKrJLB92qCMJXon2mg/9kpJTCFpfQ+FjtrHRZVzlU4QQamMUhptFDlGgtV3NgBrISVKY+i5BjCqEQDuLnLrpefZuf0mjz39XqrRmXtyq49anyf1lZ62rfKlHj7mtO3Uif2rNMijjlv23XE3dFQ/h1sG0myTuP1TrM2gNMYoTFGBtgJkYQpJLNdSp52zlIuG4IiuIyXxOaUgaT3KCMoUJIJvReii6JqW1om/VCmhJg49tmnKkeA8XdvStS1N50i9MN1pWtoQmLUdIQgzwPv+8cd46O1PseCsOnh/q6pAfh7m0uGxlx3JoFXmbc+8lx9+5UuYpiWnjPMdPtVYNJ2XwoboROspbQFZ0flA6yOdj9y4tcW1rSk3m469tuHM+hrj4Ygbm5tcvr1GWF+HsoasSLMZ/tY1lDIkDN55jNIkYHdvyu7eHr4XBtdv3uLm7R1e356yPZtxZn2DQSW8Wtu7U2bzljOTEaNRTWEtKbX7GmAGQlJgS0JMaGNRRKEySZnFTqaV4rGn38kHP/IJHnniHWTRz8XpuWQMl83V4TlZta5PEnzJvQ8go7n6tic5d+kq3/rrz7Pz5kvY0hOVoWwakoLhZEyImTplnGuwwwE5CJiL7t1UMQcp181J0MV6ll+hMY+iZRqDMcIQYE0mJS+afO8aCCFgxJRD9+cuqrxUAmOt0OYASneQWwpl2N67xQt//xe85e2/xIUH3yZ4GDmhyCTheD3RWl3mVlk2rsedd9wmeZSlfFQ7cVDqKMF2Ur/p4WOO0nRP0pRSfQJ8ZHb9VcquJUUxSCgsSVsxgZQVRHNboJVomDnGfc00x0AOLQHxw3nfoYvU7+Za6u9jFBK9rsN54WoXNP6A77oeaX8udMgh0rYdzkf2ZjN25w2zzvegHAG04h3PvIfnPvEZ6AEzFtQyxwnMVeO8aqEdNXb7rw/8Y4YjUj1itnmbpEtSLGhcIGsgRoYmM/MtVkv6jvcRHxKNT0y7wO3tKZvTGdOmpSosD146x8MPPkSOgR+++gaXHwjY0lCXBe2sQWvda/syxikmWu/Zmzc0TYcLgTc33+TWzpydecvO7k5vkQS8d9RFwdpoyO3tHbZvNKyPx5xZG1P2yem536h8zCSfcK5DG4MtJIAZFnxfheQcf/BXP8GjTz6L6O29MD1lOs5xxxwb6e7f55xQuQ8Q5cxgPOH9n/w0L7/wHX74tb9izXb4uWN9Y4L3gbLPyKhKKTghgk8iDG1RSiWg6t0CKeFdux/9TyGBkSILsqBKGS1jGFWUwJQ2wmOmheEgxriP96ttIUErMrYSN5vyVvjImhajNHtd4PUXvsbO5i0efvIZinoogeCjxuIIDXWVgnGS10e5Ee5VOO7tY1U7scm/SvIfbke5AU7qNz2q32XH++kO7Y1XxKQZVPgcsNqQYoeta1RZgrkjsFJMUmvfzsiuIydPWtTfI2V5bjYVkGkleXgxBLpmRsiJ1AVinzLVNeIznU6n+Ohw3tM2Ha6LzJqOpnO0IeJjpvOBiOLJZ97Dr//eH2BtieproU9zvyfxzd2vk98WJb/6u3/Al//y87z2wndRSjGdzUlDSVEKXur8dU641OJcoHOReUzszDp2Zw2ztiOlxNUza1xcq7kwKRhvXOZHL73G5//6H2hcx8WL57h0dsSgKMRd4qX+XxnF7l7D7b0ZPis2pw2vvvEmbeupyorxsGBcleQchUgQhdZQ1SWu6bi+tcPObM762piyKPry4UxIUTKJU8Rqg1aFuH1iQquM957R2jpXHn7bHTSlJfPxs5ieJ563vMhDvuNjVYuiAlXy6DvexWj9DN/84n9g0M1JWzuMY2Tj7IBEguyprQEMqiwEBCVKpD4EcXPE/ndsIcArxhihwAmhz3q4EzQzRoJgKaU+1VAo0DGm9zsr0Tg5aHkmSp0BEdjKOLT2lKVmdutlvv/lWzzy1LOsXby6n3e9WOXLxn3Z2J/UWjtKXp0kXeokVvKi/VxM/pP6RY/qZ9XvnuT6ptdex033KEYVTBOFNaiosBOL6U33nJDKqSw4pWG+S5xt9yk1idBH53M/uckLKpHqcxlDSMQkixCtSFHhfSf4n25OSEEwTX2k7QKuC8waR9sFAklQpdA8+cyz/OY//ReU1eCuGujTtmUmzqLd70OvlMARnrnyFp75wId5/cUfkEKgcw7nAmlYo73HpAwx0YbAvO16k9+zO2+Yd57Gd1zaWOPMsKJSEGa7qLrkqSefICbFF770t/zD8z9ksr7GU489wtq4RiuIMdE61/sxEze3drmxeRsylGXBcFBTFUbQoZSCDE3raIODrKkLwQR1IfLGjVvUdS3lpFlhdBYmBmsYVoXwffVxm5REAFTDAUVZsTCzD7thVrWTRJtPEvW/63WfmXDnw/6c3g1w6aFH+JXf+X2+8Rf/memNlzF2jjWbVIMBFIZmOqWsB1LR1ldaOecwthB8Ba2JeQFsIgJWwKq9UKwYizWC+JWyJqm+EKAvyTVKk2KQfNgce+JKGbUUI0mBC4miHKB1QUZQtkznKFXBTrPHj77+V0weeJSHn/glysFQxj3fXWF52Dw/yp1y8LOT+miXfbcsk+mk7ViT/zhNdNn7VQL0JIL2cJ/HmlIxMrv1OvOuhRwkilwUJBSDWsCktRJgD2UCKTpiMyO2M3wngCYhJXL0dF23329IkpeYAB8zZI3WCu89qY/yO98JHJxzOJ9EmHSO2aylaT0uRNoUSQmULvnQxz7Oh37tU+LL5c5OfFqN8tg0qCWL7jTpH4rE+QeuUA2GtNM9Cmtomjm3uzmjwYDQOlIIuNBvIE5AshvnmbYt5yYT1gZDCmsFSLoscb7DxjlP/OLbWd84w/MvPM/17V2ub+/yxuYWVVXKuMfMvGto2hbXOQpjqawg1Y8GFYVG6Fi04Cu4nKTkKyE5s7ZCt+Ljnc/m0kehKaymsgVa9RVHB6uNCkPoCRZlner9kThqbE80lgcsupPkr951HHdcFouW+yKEnDOD8Trv/eRv8o0v/Ambr7xIVoaxygTfV1gVJcl1cp9G96a+MNhiNabouc/y4ncl0yWFgMqqR71C8AKs7UuxBStVm97qzJlsFKoHXF8oHERFpWtBZTNQVTUEjyoKSI5xYTAK5m/+hO/dfpOHnngnG1cf68d+ueZ5v5bX0rE9pZA9afuZwFGOer14v0ygHteOMq8OX4Nr50xvXyMGz24zZ1BVxLIkpIyyDd4FQIOz4gRPHjffJbkWUiBHTwB81/QJz5JCEqLgVWIM2pTiQ1WSYpKRZP2YPM1sznTa0LnMdCYa2mze4kOi9eIvVabmM7//L3jqmQ8ITFpOdy2Z0/o8T5IIfdTcHf174j8r6yHj9TO4Zob4EwO7uzNciD2ltCeniI+JEDMuZmbzhsloyKiqMIVgjEatiL021M12qdcMb7l6kdGk4sb169za3uH1Gze5cXuT6XwmKWUhMBqNGI/HVIVlVN/B7yy1IOsbBSFnokmYDD525BjFs5MjdakpTYlGURalcEppTcwJHwKVMaQMVSmpPHVVUVW9nxEJbKoVc3O/1sFp3AbL5+tAnXz/eVFUvOdjn+Grf/6n3HrthxijoCqwxtB1rbi3Sk9ZDyRVSmtyUUi4LSQB+IFehim0VT1Yep8FgVD7GFuSsiBW2SjsA8oq0rwlWSAGQAC7k/d90EnT+xvoU2Qw9ISQpcHogNbQ+RmvPP81bt+4xkNP/BLlcI3FJS0YAlYpCQfbcb7pVe8X5/48hOx9l56e1gVwnKl/El/G4d/IOUNKNPMWUkvwoHWAEFBK08z2MI0mxEQ9nhC9IzZTsm+JoZOUGElhhpxJJDLiL00pgLFEF1Em9eWnUts8b4Wl1HvPdDqj6QK7ey3ztqV1gbbzRMTFYLTlE7/9WZ569v1y7X2gY/GwHrdrHgxkHDWGxy24k5hHd/qQ9LKLb3mY6z/9EfVwjToMUC6w28zFBeLjvhlqFGQfOLc+YTIeU5cFo0FNORzhYmQ63cVM1sAFZtdfY7B+ntF4xIV4huGgoK4KHjh3lr35jM3pFOccZVlR2oKYPKW1UgaZMjoLvF1OmbIwWK3ovKfIIuStMaimZWM0QpGxSonvMAq9TPQRsiKjSCGTTUD3iP7jtQ2prjoUPFplvp9kXpbN0Wk0oLvXSL5j+i/6I6PLgnd99Nf5uz+dc+Pmq1xcH5EzgqKlEj446BSlUngETS0nMdNjymhbYLT4T3MWDV0IGqXEWpgMDKrXUBMaciQ3jtx5VF2StcAHBh8ESCjJeSmn/dSzalATY5Br7lkEUmjQFnTOTG++ygtb13nwqXdx7vLDLCyEhaZ+eM2eZCM7ShH5eUT1D7dTIfafymxcoZEeXoAn8Yes+kwtHpYEoQsEn7FGFkFOM2K2GA1d2+D2Nkm+63NMwUehf1j4aCSNSnAkYww9TbSUWxKlnp+UCSHQdJ7GiYugdZ7d6Zxp42k7R9N5QpIyyKIa8onf+izv/NCHoTfVjru/k4zBz3rsSdw1OWcuPfgIL3y1IIbAYDgmdg3WOXRliDYR/Z2UmUFtOXf+DCFmlNX4nOhSogyJujDMXUenFevjIeQAsaUoNRvlGuWgZt52bG9vc/7cBk3T0nWdIHRFEe4Ulug9GotSUjJpCrm2mKXsuPNCsGg0nBsPCNHvA4AIZoJkJhSFxViL97EvXJD5P3/5QRZW6+FxOS4KfPj1SX14q+ZnVRD44HcHf8OWNe/5+Kf4m//n37I13WYC1IO6R5sCa3srKzkMimJYE0OgQIG2YjkpMd0XvxdjFGpqpUg+9ulTd4goJTAlqGySEaMIGVznxAO9kAFKWBGij6SUsNbSdR1Wa3QGkxI2OYqk8F3gR9/4W7onZlx56+NkZZdmVC2ztE7i3lq11k+z2R11zKlr+Y96vxCiB/+W9XkSV8Kq37t34coEeh9QSeE6h9IaYzxF7Ag+YrzFN4pI6HFJPaZUdG0nO6US/1nqICM5eQmFKjU+xB5fWsB/Y0z7PtJZL1D3po0AnYSIk7wt6nrAb/2zf8WTv/wu0Yh6oMijFsKqez9q4ZzkuKP6PtzPne80l97yIGhD8gEzHDAYjPCNI5CpBwVYTYqL2vACH8L+A9g6x17ToqgxhaGuaurBgL2mYzA0mOCYTnvgmMYxa1ratsFqTaEStrTMU4suS0KMNF0n/SsE8Spnsos4F2hdK/B8JFrXYVGsDUuaNuNDYu6CWAwxUJUVVkvRh1UZo63kVCrF1Ucfk5QhdW+4cJU2v/j/JGb8cWlTh3/vJMrGHUstM5hs8Nxv/C5f+Q+fYz7bZK+vYhuMRjjneh60IFH7Pq9ayCUjaIPWVpD6gwMEGzin3nLLEbWvK6bewkooDYFAdn6fjcEY02fhZUHCMoaQJffaFv2OlRS+a6nKAj+fkVyQnNhsUQR+8t1v0M6nPPqL7xYM4gPC7kRBvRVjetTnq4TtadqJ06ZO0paZRsvM/6POWfbdUQtKWwtaM286CmVIrUePhliraNuZ7Joq0Mw7YgxUpRVzPshEayWpxSB+o0VpbUSg/LLSxBD3k5ubtqNzgXnTsde0dCHSeqmwcb2lo5Qh64JzFx8gK4vaz2m8+9pPEh1efLbs4bofM+Uku/Di+/WNM4w3zrFz/Q26rqOqRwwGDXvzGSEoSmvRKmEibIyH7DUt1g73fV6dc7iqYO4jxbRlOmuw1hCCjKVE70ussfiYUGhC6ChMzXzeUFclEWhbRwhRgE+y+KZjysQUaFqxDKxRDKuS2d6UK2sjbF+n3rgOH7LgrWrFqK5Fs81izeScscYwWNvg4tWH7gjKY8bntO6U+5mnZccu01ZFC1SQYbRxlvf+xn/NV/70j9nd2hMtUmsGA4VrxR+aKkWOgYQiaY1KgeAjtqwE1LvXahevU/SQooBIG0UOAg7ug0OFRDGsoV/jWUExqCQf23VYa4gho7HE6NG2QGXEMkgRmwNWK6xCMmWaBqcKkgm89P3niUnx+NPvIit9pMJwv8GqZc/DsveHejlBAAAAIABJREFUlcZV7WfSUFdJ9sM/ukorPenNHPWdKQp0WdPMOnJV4kOLUYqcwz4pmdZiInbThmAVkYS2irKyGCPVHkVR4GMAhLsnqZ6jxxbkDCFFNOB8knr81jHvBHl/1rTErEhZNOa9+R7bW7f51//L/8SHPvZJPvjhj7F+/tK9k97blz8v0/9+jjlKwFprufTgI9z66av4NCVVA0xpKZylC5GgFZUxGK0orFSZtTFK9gSKW37Om7d2uXLpHDkbqsIwGRnaVhD2k/cMBwPKukKTMCSatqMoqz6nUdPMppL/2DNyalsy61pmbeDNm7e5ubXJ2FquXDiLHkRMzpxfH6NypvORuQugpThjY21EWRhUNcA3M4rCSCWRUbz9l95JMRwvNS+Xjd9xY32cID02e+XAM3Oc7y/nvHA0AjA6c55nPvpb/M3/9UeENJVy0JQkUGgLqegLDlMUGGtQKUE2gqXa50YDKG3FRZYC2kjwKnqhrTbWknNBTr6nVs9CCW4LgvdCF5QSGqm+UrbEVhVkIbFUZGxdon2LzhmVEsF1ROdpQouqhqAtr3z/WwzGYx5865NwyCpYNmarXCWrxv04+XPa4qNTkfQtLmiZkDupBD9NO0oVX7w2tqAcjumCp4uBIkfaZodBW1GXluGgQikITqpwcpCJVybjnMFajbGathXYMoHz0wSfyUqjE8QQyFnj3BwfM23nmc0b5p3D5UzUYvrmnNnbm9J2c4rCMN/Z5M///R/zD3/9F7zrQx/h3e//Fc4/cAVlRPAqJb/FKR6+w6bm/58tAe94zwd4/qtfoZ1PSSFRWEmn0VmAR7LOjLTCaDgzrNlqHUErnIvMZx0/fPUaf/udF7i0vs7jD17h6oWzrE2GjAcVRiX2dnaoi1JIAJVGR8321pTWB7oYCCkTUsYFwY/dbWb84OXXuHZ7i1FVcfHMGo9cvsL5syPIAes9w8rig6cNkoGwoISuq5KUJdJvbdEHZhR2MOTp555jYUIcN/YH3x8+5nBbdcxJhMJRv3vvMf1S6oOs565c4fH3fYQffeXPKfbmGKMxhWI8OStIaDFSotBtJ/nZGiwjojIY3V9vlAoplJJqwZwp6gHaGFzTQkIAc0IQ3ysG3/usc4qoJH7UfdzhvqAio0F1pNCQiD0IeyBGJcDrLhBdoqiH1Mbww299jXPnLzFYO8eyHW9Z4Pa4+Tju+TnK6jiq3Rfa1OHv9s1vre85/jj/z6q+lp27VJBrja2HZKVpW0+bI8o7dmYNw0HFsHEUhaUwhkIrATBBKE1iTDin+tpljSk0WWdi8sSQ0NbiQyCERErgQ6DpHC5mfIKEEh9rVsQIXSfBlNQXAOSc8V1m+9ZNvvTv/x3f/Lu/4Z3v+0e878Mf4dzFB6D3SnHCRbBq/E6aIXFcYOWeljOXH36Ex59+hm99+a+ZzWZUVYXRFqN60sGUiWVBVpHRoCKSsRnspOaJh9d4+8OP8ZVvP8+Pr71GNppYWs5nxeaPXsUqg0ZTF5bxqGY0rLl1e4eZa2m8w/mITwnxjioaF3j59Wvs7u4xHg25cv4MV8+f5cq5MYPK4kOirkekLLnD886RtSH6wPmza6QE0UDouj4dSONj5AO/8lHGZ69Imo46ePtHW1CnSZs66gE+zW/cm5Fxt5aqUFJHr+Cp972fsir5/t99nrQ7Y21cUxatpCyZAVYbumZOWRTYshbNMURSKfxQtjCSthREqFprhHAxBkxRCQ1Q16J6EkGp+5biGC2RKLTRZMAY6VMbS1VU+M7gukZoWIxBGUPjGrogmBDOgw2NML22ge9/55s8+9yv3oN7sSx16jhtcplQXWW5nVawniptatkFLf5fZuYfdQOr+jrJbx7uuxqvE7yQ5OWUaaZzIDHtOgZ9fuF4OIDoMQqMVuIMD4JKFWMStse+zj4rCDFATMSYiQlCTMSccSHR+oiLab9MdfE3m80IwVOWtq86kbLGgKy13c2bfPnP/19e/O63+fAnPsVT73kfdVXLfdx1t8dpnvc+XMvG7J6zDizCVcJg/33OPZyg5rmP/xqv/OC73Lr2JtN5R1kVbAxH2BzZbVt2pp5UKGqTODMZUoSISpqB8mxc2ODc+z/A5/5yzqvXbjBrG/75736WrOHixbP8+MWfsJsCu7Mp7vYWPkbKQQmDAVt7t1hfX2d7a4ed6ZSmc/iu5cLahHMb61w+f5bLZ9dYG2gKq+gQahMfRNC3XUCbgspojAKPVPwUqoch9IGHnnyKdz73q+QMWlSuYzWXZULt8PerzPVl83bSOTv8ftWGeodCR/HWZ95FUZd870t/RtwVK2M4GUHWxJ4FADJZWwoLKKlW0ijc3Amwugtko9DDShgtMoQM9M9b1hLY0iQBSVFGsiu0xB90D8yeAV3Ic5G1MAzHmIlA54UmpwuJ1gW6FDFGYhjaGt786Su0zYxqOL7HoDuJtnkS8//wOfejpZo//MM/XPnljRs3//BgJwcF5+G/o45bdpEnEcCr+rpHgKTEN7/8t4Qk8HsuSClk0/VVTTlRlhVt1wmQsZbk9aIoKEv5gyzQfAglSUwZ58QciTkTU6Z1TsosQ8LFSMr0wjTgXNu7DaCuyn0zXhvJ3zM9qV/OCT/f46Uffp9527C2cZbBYNAnlN/RkO4MgeKwuD1omi4b5+PaqnPuet9/r5ViMFmjaRt++uL3iT7Qdh2qsIzrgoEG54SiuS4MdWkYjYasjQaMRiVaRS6dP0uta27u7LDTNbz84kts3drGu8ib126R0VSjEbd3d7i+vc3OtOG1N66xN50z3ZvjQyDnTNe2bNQ1Vy5cYGMy5MxkwPn1MeNhKQDIfVpPCp658+w1DgOMqgJlFMEUKNOjL6kMSvOrv/1Zzly6img9yy2s+zX/ls3RsvV/mrlbdg33XOP+e9HnNs5fZOPyFX7ywvfw7QyFxhYW73vGU1vsY6LmnAQk3XshBlSQgwCnUxiIshGJ3pkgR1SM+LbFLHJLUxZFxXlyjHjnpJglJ2HADQHXNsx3t9jb28OFwO7unJ09x27raEOm9YGMuDCyAu89Vx58mPHamWPlw7I5OihUT5olsKy/xWeXLz/wPy+bk2MF6lEC8fD/Kyf4mAtd1s/BvzslgXe/7s9kMBrznW9+nZ3dTZSWdKjWC6ZpUZSQEjkHCq2wRu0jEaUkGuqCwCykJCAaKRMjhJAJMRFSxqdMiNC6gAtRoo5A6PNW27aVSLIV+DNy3r/WRYXK4j1ZoWPk9ddewtiK4CPD0YSyKlHqsFA9OP77r44XiEeM6+HvjxfIissPPczNG2+wff1NdMo0PuCzocgSCGqTuC+GRUFdV9SlYTgcYLTU0Z/buIhNBSEH6qpkYiti41E+4RvP7VtbzGYCe+g7R2ks43rAsKwwWpNDZGMw4i0XLlGYzMWzEy6emTAaVNSVgFFnJJXHBY9LmqYLVFYxrAsoSnJREvu5JiUm58/x4U/9DqrPoVw2jsc9gKvG7ahn4STzdlw7Tsgf/n6wfpbxmYu89OKLxK4hk7G2QBmDa2Y9Ir8nxYBKiew9qg805RTRVSE5rVpj+8IKFOADoWlRVhNSJOdIToEUxbUGPZoXQqvu53N8M2e6s8VstovrHG3rmc09m9OWqQ90IREy+OR7Vg2ND55z5y9y6cqDJxqXkwjFo4457txVAvVnSps66uKOC14d/vyo16s+W+zCRVXx7Ac/wn/83B+RlCLm1IOaJHzwDEYDNEJJbJWiw2GNFprcBSI/4ILsilprfOfovJgwGEPrPD4pQpYgSSLtJzcHH4Q+OThQvYDOEuU0fV6mCNJe39QCG6e943vf/CqjyQazecOjb38rFy9dEg1j/x4Pj8FJxuT0xyw+X24GZarBgE/9t/+Sa6/f4PYrP6LUlmnXksuCIZnCKNo2ENfBlpbR2pjSFhhl2JvOsTrw2AMXGBWWrgLfdZQBKi3wivOmZepbgg+kmOj6kuCUEkbD2nBEaQtm7ZTCKi5sTKjLUqid+/zewlhySGg0LkTmzZzJZAIZbDWUvFkXJWyTE5cfeQxbDsiHXCiHx+jg65MECA++P+iLO+rc1WO/fG6O+u2D17n/3OXM1be9nY989p/zxX/7R7C1h3eeyWSMUuB9pCoM9aAmlzUKTcygkhHW0yQlvrqEdjqXEbOW5DpS1wGWYjgmuTtsF26+RzkYknOm2dmWjQvNdHeH+XSPzgc674lBNkN0xgdH23mSLhCvQiJnT4iebj6XB+DQfa8ag5O8P24zOzjOJ2mnSptateuueojvR3iu6nulQO4fhmfe+37+/ktfYGfzBkkZYhbucRU8s0ahUslkOCBm4XJCg+qd7SoLvFnWIvw6H0gIL7qPkeBjv2MK0j69cJR8RXngjbH4IGa70QbxRQksmrUyzKn3J0HuXQ+anVvXuf7aS1x95O386IXv087nPHD5CmKKmZ6e+UDp4cF67hO2ww/ZfbUMo8k6v/37f8C/+d/+V3AtA2MEsLmqGESPU5rWJ6ILhLZjfGZAUVSgDc0ssDYqUHGNqMCcrbh5e5O1oubc2QukmBiMR8QY2dre5satmzjvOHvuHJDY3d1hNp8x3BhRDwyj0QCdM+trY7quxRgDKjIaDpmi2bt9UziOKkM9HhJ6jAKU+FlTSjzyxC+u9FavGrPFXJwk7WnZZ8uE6FHa7rLjDvd3kJZopX9XyWa+cfEyv/JP/js+/3/+HzRbe/gQKUpRKEZ1jXOO0SRTljXdbA7aYMsBMQRsTpjgMVo6C94RgkNpwDl83AOt5blTshkGL1Q5OWdScLi2w/sWH7wAs7tA0zga5/simiRMGCRAcpVTkQhRGDJEhTp6jlbNx/2s/9PmER9p8t+6dfsPD3Zw2DxcthAOf7/q7/Dxy/q+8wcLM3fpzSmFLSX49MPvfZcQAi6Iw1yqNhTe+b7sVIRh5yVZPMbU8w8lAooIuN6sT1nhglSR+Jh6mDcB+kD1g50i1ogZpBbgE31CtDGGwhagoLAWo80+17nR/f8K5rMpVx9+K2TY3dklxURdVVK/jrpD/7vvDlAcdgUcP9Z5//x7/042Z0op1s6dJ6fAjVd+JDQoESg0gwKIibkPrE/GTEYVxkoU3xSFaBVZgLeLrLh88TKXr17FhcCsmZG8xxp5UIuy4Pz5szz20IOsD2t2d7fY2tnElophpRmNB1RVSVlYrBFT1RaWorB479matVy7tcX6cEBdG7IxhKgoykoyMoKnHFT8yqf/CWU93N+Uj1MClq29VUrG4XY4arxqvA//7nH936U9H/Hd/j2SGUwmoDU/ev67vWDryBkBTu/psjvnhD4mONE6VZYsgBiEFlojftUcSYipb43pE/Bj/9s9OlsUrFvfzkmho3NOIvltx7zp2NqZsTtv2Ws6dmczWhehZ0uNMUlxQIo8/PBjPPi2t3Nw7d/PXKwaw6MUxcPH3LfJfzAV6ihhumwhHvXdsuOWXby0vK+VLQscyBGZX37vB/nuf/kGP3j+m+i2I2RFzFoilBi6EEnzjqqw1LXtgYcDaAkeRZ/oYkTFLChRWqL4MTippVIC+WaUAJ+QJbdusVhtOaALjqDjvrlvTF82h8IWgpSuMhjVa0xa0c12uXHtDR54y8PkBLdu3EBpzbnz56mKkuQCUStMIdOl6AWrujMuiw1ndWrOnXRXpQ7uvIs9/+7zV2lFWmU++NFP8sOvf4Xp9m1KIIVEm2EyrLl+e5umC7gQqGLE5Y7aWGxZMN7QRGD7xg7bb77OA48/ztMfeC86BJLzdE2LLQxRaZwPbL3xBi+/9GP2mikbG0N0AYWxpJyxSgoKFv5vlaFrWlxMzDovuJ1a46OhmznKSkEO1HXBdhO4cPEqk7WN/Xs/vP5Oo80sG7dl7ag0rGXpP6t+62Bfh7XljIwFConA91B/uqdYzynh2ynjQrG+scbm5ibTWWY8zkxGA2azTZpZQ1EXFEWBypnxoMa1rWBf1DU2SnxCIPvEnUDKBC/ClZwFJzUmSdiPXsgsozBWNK1jPhMK9d1py6x1TNuOnb0p89YTs0ITSEg/nWv7RS9Br0Xa1LJsiYU8OYmZfpSb4PDnR1kRB9up8FCPk+Qn2RUOHntU1cJJ+z84eKqwfOqz/w033ryGax0pt72/0+Ki8Mk753Ax0sYoNd1Wo3QGPDFqAhnb8xqhwBpLVlqoJFRCK41RGqs0PgrfuTGL3TSCqTH9jqyV0BMbY/aR0pVSvUCUbINMxmjF9ddf5spDj5KzQiXYunmLQV2jlcJaizKaZj6nKCSfzxiDNloS0+2903j3gpObUWrx8N07nneE7fI5WDSNZrA24X0f/3X+6v/+YxFcRqpslFIMS4P3gc5Hau+pKtPfq7Bj2qpApchsa85r3/sOb/7ohxhbEsnMmzkhJBQCAt4FR5c8o4nFVIaiLIiBHgAnUdkK55r98Yg50zipdhvUFVkp2hipy1IslQwGhdWGc5euoHQBrKbgWGXaH7UOV7WTakzH9XOU4NaIEqB6/31MWdDylQISKSRu/eR73HztRZrNa5wZFsx2ix7PNuD9jBwD0yYwKAuMgbIw7OzssDYeMRmPAXBdR1GWWKt6sJMC3eMD0LvFEhBdh/cdMUeaeYtrWkKKtJ2jc1400rkI1KbzdD7ua8o5BMkx72P9trAMBoN7NqDTbH6r4jrL5uCo749qp4bvW/XdadtyE2hhlqilte8Lo+bwIEo/kl5x7tIDfOaz/5Q//jf/O52TJPuEImaBCEsp4VNGe09ZlJgoDztAVvJQGiV14DkLcrvSus8fAVNo2Z2VwuiyJ3mTumelFKSINqWY6QgPeu4DW0YbtC0E4Fj1uAEpYbRmb/MmvusoqoHcZ4Y3fvo6Dz3yMEVZ7mcJ+M5RVRWu7dBGU1YlMQWhc2aZQFzmA1RLxlQfeJ8PnXfAxdB//OSz7+Uf/uI/4nZuk1BoZZh3gfFwiPeO+dxJVoUtmM+nlOWAdt7iY8twUjGoa5Lz7MymdPNdoXeuxD0yb+cUpUVZmFRDQhK6jZ1Zw6CosNqSUyYGoSQujKVpO2ado/USLKzriqyEpM5ojdFKqL+9Q6vMWx59a8/goDhuBa/SIo87/nA7ToE4LCTER7+I8ciaCMFLCa4xVJVsFLYosKb300exjhRKANKzsLkm3/LSC1/D33yVOniiVowGknb25q3bKKXZ3RUw9s5NmQwH1FWBIrA+GdJ5TxUicT7H9huoNaKQLChWUgxC66MNMQa864jRE2Igp0jbI4jNmhbnIzu7M2atY95XxWEMoe25xRChnHLGWoPOsLa+furA4Unm5bhjTqOlLrefD3R01MlHSfujfECrNdyFKdv/3fNgL7Stw/7A3gwAUJlfeOfTPPvBDzGZbAiRXAgoU+CjCMiQMy5l2ii13tPWM3MCciJgyeJXdT7Q+YDrI8+LRa2VwhrTa5+CFaCV6j+3+zmuhbGizWpDVZTYHozFWrvvY7XWysMQPdOdLcGq7O9fAa++9LIssCzatfee+XyOc47gA+28JfpI20iEXHBb7+QhLv5EM9YIKaD8wEF3wZ1/F+N+sN0d3NAoRuMJDzz6uFTBoBiXNSElTFlKLmOCtufeIifm8xl7e1OauTAkRBvpbMJUBlsrxmdGmMoQdESVhmgVQSmmLrI567i2tUsXM53r+uUhRZbWGjKSGO5ikgKM1FNzpMywKqFPOu85TNFlxcNvfUJM1SMegZP44pat61XnLXVvIaZ58ELuSM5CaR4E3WnBWmr6Es+uaZlNp7iuo65qxqMxw8Fw30rSxlDVNdWgFs4nW6BS4LXv/gN2fpuyKrFWhHBdF0wGBWcmA3zouL2zw63dHdoY2JzucXNbKIJSFOAUHwJN0wpd+Hwu19kL0hzEzaI1pBQEsS0nQojMZw3eOawVl1fXCbqY5IgLtXfnHW3bEmPsN5EFulsk9hvE+Qcu3zWWy14fN0+nmZtV/RzVTlx6epzfc9XFHXfe3T5auCMEVu0KIgjuqO8Hvu9PS1rz8c/8Dq+/9DI/+MF3ccEzqgcAONcBRvxrWQRg7pkvba8xaqUwfWdZQcgRjUalhOpNeWXvmPp3dsQsALo5UxYFJIE50weOW/hW00EtNWeslkqqi1ceBiUmbM6Z6APXX3+Dqw89iFKC4KQQjWA4lAep6zpikgVYlAVFXVHX9f5mkzPkhZQ+tEndGde0uIUDGtny+V24DZ745ffy0re+JuOSImuDAT4ESmNovWdQWpp5R7E2EpaSPoLbRamn35s2xBSprMb5jqZNTBthTlBaMW+FXyrFwGQ8ZFhYBpWlKCVSX1UWVGY+72idExzcLMKpqCoqNLbQWGspjCWiicFx9W2/wJmLb0Ej1stiCO4ncn+S41dppjkLKHYzn9N1jkFdMxqPASXsAVrtOyTmsxlN06CU4tKlS4wnk/01slhXtl+TSvVo+1qRu4ZXv/UVCjclFxVWG1SKVFWFNprUVyihLNtbO2ztzVmfWIbDARuTIYPasHHhLJlM0/R06mWBMZq2bRgOB4TgWWxMUhElIO3B+75GX1xgKeYeb1gEpY9ShBNzurPW9iejV5KUggQXLj7A+rkLSzX5VWO/yo96lKWwag4PztlRx9+XyX+cC+C4z1eff8C03H8P9I71hal9t3a1mIM7XDQKGIyGfPr3fpfr//oNtrZv40Ji4+wlptNd5k2DUXdM3Zx73pw+fSqpSLYWnROx931iFNlolOndAVF8RZp+0SeptIohUhiDTneudxGlzzmT++T+JFJuX9hqbdjavIbWmYxkAMQYGa5NmO7tsru5xdrZM2Ju9dfUti3D4ZD5fE5Zltza2mI0GqFRAqVXltgeTNmYhfiAezXQu8f63s/uncuUElcefZTRuUu013+KLix1YWh9JmboXMSXic54us5TVTWTScFs3rA3nRN7rWzeOuZKMW86qeNOQrHSda5PPtcM6pJBYfn/eHvzX9my677vs/c+Y1Xd4c3dbL7uJrubTUqmSA0kJZoiLVIWJVKiKGqiPMhSEgNB8pcECBAEyA8ZEMBJEDgTAhmG4SQWbCu2E1mxIcUiJVMiKZLNHtj9xnur6kx7yA9r71On6tWdmmQO8N69t+rUqTPsvfZa3/Vd33VQlhS5JPnqgwWLxZyH9+5zumqwLuC9cI2VAu0GyqoGrygKBVH31DWOuy+8PGrSPKl8+va2c7E88QDk7k4TSCHQrBv6rmexmLM4PBwNo0Iw9kxrEWPOMm7cukkVccQ0npIXl8cOr0op8W6VwmjDt7/6pxRqgDwnODCZloVeG7quQeNxwaKVR929wzdfe5OmG5jXx1w7PkArR99IdwrfSwWUUhCagao4IgSPtYjIkDGik6DA9j1DL1QnH1sLtW1H1w1Y5+itp7cW75wYXy+l3S6IxobX4JWE/G6w/OhP/KQ0DZwMyV3j9gT39hyjOt1v97V9z3IXojxru7KHepbned6Xn+dqn3WM7demN2U/tLB5KwLxwN0XX+JnPveL/P3/5e/S9pYheI5v3iA8fMjQiT5qUeRo70WA101uYpD/fEAGoJK6Yxsg04aiyDfXFJXNtd9orEJMlDg3PqCxvl+L1yS0KCIbQIn3rAT3U0qm+mw2p2vXvP7G6xR1RVFVDMMwTqau67Ym18mJiDbPZjPadUM1q3HWYXJHnolRmTD5Js9scz/D2Ct9+15772nWa1SAddPwnddeo6gWdHlBWWrmdUXpSk5Xa7rBctp2FMWM9brB+8DR0RGHRwdoY1gu15i2JbiB3kmnUucDfnBkmSGvCqoiI8sMi1nFYlZzsJhhhx6TZVy/fo1lrO9ftz0WjXWO1WrJ4mAeW6XIwmt9QGmkVbX3fP1rX+GHPvKXqRdHoDQ6Xu++cfxdb+k5tbFoIY6Rg8VC+pb1PTdu3KCqK1wII+aulEjkJQNb1/UY2aRxZGNJboKQ0kIHYIKiWT7Crx7HdtoV3vbYriUog9ZSMWiHguPj66jwkDuZZPa/8dpb3H/0GBTcvH6Eax1t04APzOsKZx1Hx0cUZYW1EqIbI5Q1gQGsOCfeMzgRsu57S9cNdL2lHSzrbmDd9nTWYp2X7qo+jMwEorOC97zz7nP88Id/HKeDtNNOo1M9mUu5zLO7yCjuLnq7x33bHup5BvWsEzsLMz3v2JvXzjqHfcdJsMDGOMjbmyRDUJof/yuf4mt/9mf84b/85zx6cI/h4IBr166zXq1Yr9dY54AgJW52GC1LKrlTRqgaLk5KHwLWOqxx0q46XqeOD9cYg4kJJBBNURPFjkEeiI6TZbqvdw4frEAO8TsVCqUVZVkz9Kfcv3+fO08/TVEUrFYinr1arajrWuTYioLl6SmnJyfymrU8fvCQo6MjaZK3bsTgZ5rMZJg8E6ZBzP9570UTNhr/YegirmUhNm1z/UCeF6yXp/zjv/+/cv/Vb3BcZzgPLji0VpRFAUrRWsuq6TC14G/rZs2168cYI/ekLAtmdcVq1dC0HYPzFAczlBJYIgSYL2YUeU5VFWQGqmpOXc8gOJanS05WLb31BKPonWNwFkVgViWxZEVQJuouSHvjP/uTL/Ff/af/Ec+9+D7e+fwLPPvscxwcHlPPZpsxOxmQZ1HJxokXohGIY0+odpa2axn6QXDx4NEocq2le0FZ8ujhIw4OFpSVtCoxMQnloj5vEjWvKhHQcc6JUXUC7wTvx8KPKXQWVEAHeOubX6MuNUUhi7DAGxodLKYoRevXK2n5s1hQdC1GBbQKnK5abNC8+dZDMiX383BRUuWG4+NDZgdzvJXcQlmUDEMfE7QSeSCROiGedwhKSkidZ3Ce3kqOwjpPiPPLex8jfbm/GkWR5fzs57+Aqep4n5+0D+dRzi4L01xmv8tQsS6lh/p2fj8v9D//tamB3MZNpwkWubjpMZ48ggZUkfOLv/5Fvv2Nr/PmW2+wWi7xXmr6lZJwXYB1h+t7ssygYvmoiko62ugLkeKGAAAgAElEQVTRdnvn8VpwopQYl5BmU7tvUngfAnVZ0vexx04IkX/KmGhIEyFoBW5gcANFfiAJpKCw1jE7PKJvO7zzrFcr5vM5ZVmyXq1QwBCLCsqi4HE/YJUaw8STx48hBK5dvw5eSvv0oDltTyhnFfV8jlZawrNBwjHvoiiMHXBOaoy8F3X9eT2jd543vv0tTu69TnCW+6c9sxuHNG3PfFZTFSW9s7jeseotWaYhM6i2pV43HBxcRytN0baURcbRYk7btlIh48Pooc9mNUVdYUxG17WUVY7JMqqq4t69ezw+XXHadgSEanO6XlJWJcE5yiKnH6xUxXmHyYS65rxn6Afe+ta3eOvV1/kX/+Sf8NFPfIIX3vM+jq/f5Pad21R1TdACASVMfZ9zEEJgdXrKarWUxE2WiwhP21JkQm9TIVCUOWBGb7JKYjghUFYzdGYgMIb3ZV1BHONFUYxhvVLS58koPf4ExnEnhkvmyMO33sA1D8nrghDHmdGKkBnK+RFeBYahI88HwFOWOUUuzIG8qjhqek5WDYMtyRTkRlMVmuOjA+bzOcEHtDKYMsMFFxtbSvIoKDV6z94KftoPA0PwDMHTDgO9s/jYo00ilMDgUucML4Yf+JGP/AQv/uD7t+Z1eg6X4ep+N9tVMXN4m6Wnu/vsvr772mW9250jx/2ePJ/zzumJMADF8e07/NIX/yb/zX/xn9H0LU3TUJU5WZZhh14EpL3HZBHkJ4x+rnWOLHoA3nvJyCsV+xuFiL0+CXKn0G5KwN69NwnzAsZjy8TMSJ0hnfPUs5ysLDB5xurklKqqyLOMPmZO27bFZBmzuo4NCj1N07A4WKCicV2v19R1zcnJCVVV0bYtXd9jexvbkcQwM0YEIhDjRq8oy3LKUto5q8Hy+it/Ab7HqMDpes2jpuIozzCZZZ5lKKWp8oKTpot8bE0f+w5pkzGfHzM7WEAI9K2IoiQ1LlkM8ti1U2GyApMh+LJzPHpwj/v37/PW6SmrTnQUuphNvn10SJ7n2ABNb9FZTp4ZrHes2g5TFJi8oO8H2uUSFwL//P/8p9y+/RRaZwy9NG8sqpo+JlWOj4+5ceOGYJ5NQ9M0zGYzuq7j3ne+Q7NaMZ/PyPOMvl1TljVlKW1AYJN4TZ0hRqzT+yiII2Oi7zryPI7LiItOS0pHwxnpYkqpsYfXOL7iGLz39a+wOCwjtc+ObyhtCJkm0x7nO8hzXLCUZY1GkeU9usiZzTyLxUyETuxAUeTMFgvKosBHY5muwVrP4IJwkWE0rmkh6Lqede9Ytx2rdUs3ONresu46EUJxIpfpCbFbKhACd565y+d+9W+g9LaZuggT3Uf4n25XST5eZNt2t++ZOMr5X7id6NhvmDfZfXl/NzkiIeAUV913PtOfm0/C+37kR/jwxz7B7/2jf4izjsYLn1MrwWlCCjfYPFDhdZoxJA4RNFfOoRT0CBgPSDlq3GeU4kOhAuTGJEhWvFRtUEqOmQy1iXXxwTtUbnD9ECceI7VKxc+3bct8Ph/DP50Zur5nPpsJZuekhjpxZEMIo4djtGYYBNoIztK3a7I8J8+KMcwVUrh4Zii94XIaQ8Bj8hyF1GYTYF4WrNqWXFW4pSera4o8p29PUdbxcDmgAlS5ITw8oWkajg5WzA9mFPUcpVWk8cxwbmC2WIyJnMH29N2K4By9sxRVxXLZcO/RitOmxwdNZz2PT1fo2AIZHxh6K/3kYwJxsEKnMrog1xkmLzB5zv3793ntq1/lK1/+Eh/56MexXc/QD3zntdcFcjhY0LcNfdtgreON11/n9NEjbty6xdG1Y04ePeJwvqAwGTq2Ui6LQgowIn6axqPWou2JErFyU4jxDCHgvMhEClQRpEppNFhWSpsBO1gR9IkDKDNmZDeEOGbb1SmuXcHBMVppHPIMdZ7ju46sMBgf8CbHF0rgLjOgtYJORFFKEyiM8MEzY8TDd56ua8lMRl6U2EHGqLMW5wbavscNAhlZL22/pdhiYN0MrNuO06Zj1VnWTctgYbAiIj5EgRStFGjN4eKYv/m3/0Pm166Nc3LXMbnIcF6Eqe7zcneN6dRIX8ZjvVLIf9HrZ+Gm2+H6War+T2boto+T6D/7sdbzzlEBaMXPfv7zfO3PvsIr3/ga7dChlBJ6U9xSuCR4qChN6WRfkVA0aaYOUXAarWNGVm8wLi+fjWQpuS8oMHrExUDwVpeSDAS0hqHv0JkmdJve5SZyXq0dMJlhuVwym83kNWeZ1xW2a8cExuSCxvOBiMFlGV3byrUXOev1msOioI2lhYkrqLVGShPic00GVWmUhudffJk/+L3fJdg+GmwvnE+lsVpTZgpfz8gzz7cfnvBQwbXa46yn6wfpVNvNKMoTUeoaBvK8wpQVWcjGpmzOC6VHPLSSN9+4z7dee5P7y0Y8mxBYtUuatmWeFOK1ZrluWCwWEnYqxbpt5RkiXFbnFZnRPH37NsdHR3zp//0jPvjDHyIrhE6UPP9mtZKkn7Xce+se9956i9u3bqGdqC/NqiomfcSLd97FVtYaN8HRk8EzmUQ4wftIkRJD23WdKD3Fv5NXmxZCpSR7b60d6Xp7K+SAx995nXpWobXGOumsoE2GclZwc2Po2wFTFOACRZZJsYuGWtdCsO9aogcQv0/w3SITFagQRBuh7xuCd3RNR9f1dK207g5KCgqsC5J86ofolQqu3lnJ9Nsozp4MltaGcn7A3/j3/n2efeGlTVZ/K2kaRo99XzXbRcnF6TH27T997aqwwYXE/vN+vwymet7xdg3wE8Z0D21n36HPWzmmN252fMznfuWL1HUtYWFUr0lGZCOyy8bwJy8hVqC4KGLtgt9QPIJQprSRB2ythNHZxFjrzEjvc5OMpx4H6/TatdLkWT5ZEUPUFPDCQY2Gpm1bsjwfPWeZPG4rfy/VNILhTrmKIXpAu5DEEDHUlDiT89LjTRcPV0pen333yzz7/HvkXnjF4DzWS1nnw9UpNp6TdwOHleFk1fLWynLaOk6agQfLjjcenPLg0Yr7Dx/zeNnweLlm2TScnC7pux4TSxrbznK66nnlte/w9Vdf542TJauIjy5XUuTgrFTumNxwsl6jtI7n5lk1DW0vC6hG0bc9Ck+zXjH0LcFZNJ633nyDEKRybRYTVEPEv4e25+Gb93jnO55hNpuRaYNRmiIv4uIkhjgVa6TCjWQY0+9KqbG4I5URu1SmHEP8qTFNYyl4KeyQtufxWcTGeWmcy8KnaB8/JK9yGZfeoXTABYeKBj2EQFYW6DxCTvFZjyR6rQlajVoUct4ZmSlQWmh4hEDbNPT9wGq1Zhgcfe9i08qO03XLshl4tBLRk2XXs2z7WGba03Y2YtyRfhjv13x+wG/+9t/mvT/2YbzaRJj75vyUTXSWM5f+PstbPc/+7Nu+JyH/RVjq+Sew2eds73K6UqQdUpjsYctMhHGfq64iKmhe/uAH+Kmf/gz/xz/8HdZeKpDyohRNxlidATpSh2RSKqUwQUIho6XmJuDxQ4iFAZLZVVrFPknxDJWIqGRaiyc6IfSjJNRKhlxnQrhOWKZCkp1BCWe17TvysmCInVzX67UkB5CkWpHJAmEyCQGHyPFL98kYM05glBrPBWC1WlFELxUVMCaPkyhH6zAm3YAxG13P53zoJz/Oyevf4N7jE3KT82i5pDCHFCbjzftLbhwfUs48jQssas2bJ49pqpp5VeKblnypqMuWMtdkWlPVljoEyrLg0WqFff11ur6ntZ6T0zUPHp/Q9B2dV3TOY9sWtGHdrDmeVxwczFg3rXjVWtF0HRjDqm0xOpBnms72VHWFykws2/XM59JW463Xv8XzL7wkicOykIV2GCjrktdfe5PDw0Px0HyQ55VJLyWdF9LOHCljNib2SXLSKVdpPd5zEyEUdDQIQVgjRV5MopdNEUQywtYOG9wSyDIjmGMc/0ERj2WhXxPqPHKhDQRNwKJzQ4hOQRgGlIk91JwnxDLhYRgINjITDPhuwBSZ6AT4gFWB4KVrqizsHau2Y90PDCGw6nvJ3ntF2/e0vWTyh2Fg3fWs2kE80+BxalOco03GtRs3+OJf/y1+4Ed+TGCMcd7uzOM99ucsL3Tfa1O7MXUodo3l7v7f05D/Iq/z7P2m4fxZ3zHdd/pzd9umSk1X87POa/tF4ZP+1M//An/6p1/mlVe+Tj90FCYjy3L6vh2FTGQOTKpo0r8UuimDlshrk6lnk6Ecvz+uIlop+r4HoMgyXAgjlQo2lBhnrSQd0oBSKXvLSOJP/NbksXjvKauKrm0lXIzX76JXDYxZVwmrdKywkvNZr0WI+fT0NJLK9UgD03qjazAMA3WeS/sQFC9/8Mf4+p/8Mf6P/4DHq5b1EHjz8Qkv3LlD69d8+959nr5xjSIb6FzgaDbnzQcPeajgcLHAoGicwygoipJ8CMy7Ln5XbNbW9yy7ls56usHhrGe5bgjOURQlzWrF4azi6ECa8LVtS13X8gyNYb0WwQ/ygqbtUJmRTptrkZvL8pzBt2ilaJs1WgulTYNQl6I333Ud1w8Px/udFwVZnuPDejQK472NHuqUd5zC06mHGbwffYUE/yTsND27BNlMja2KMNATcyMo1g/eQnuPGhy6ynDRMOO9tFWPpcdOBZR1BF1h1yegA0VR01sRTHfOYkxGNpuhtaFvG4J15HXBumlBKdZdx8PHp5L0bDtsgN4Flt3A4Bll+gbrJOTvxJg6j3BhjYqc7Jzbd57hi3/rt3juxfci1XoXO0nnGb/pa/s+s2/f3df34aYXGdUrdz29KPQ/40hbP5/ETJ+sfLqIS3beKrX7OxB5gmIIyoMFv/Zbv81/+Z/8xzx8eE9eq2sGNwCS1IGUVU04jZyTT+FwLFNFKeEEKCXZbL/5zoSPpp/pnHwIsazQS9gWEgVLjZOH6KWqmBDTSpHlBUq1pGL/Zt1QVYK7bbxIkQlMBjp9Z5qg01CTIJiVc93EyHYYsxkWiVubElvOO4EylKeqaz7x87/M/ddfJdNv4E7XBA9fe+NVnr91m8wYvvPgMXVZoIG+abh1uODR6Yo33rxPXkj7ksxoWElJbZmbEZ6wVihc/dAzBESRqO8otKEuKtbNmllZcDSf03WdaAkYg7VCk+q6TvQNAjRtL0pM3qO1JzhPWdfCVVVJN1ejcxPZHuKxZdqgdRa5sDVaixHOi4Lc5IRAhE+khDlFF2mbGr4UmUDqUiqqWTpGFbvVT2nGOOfEK47vm4idbntXMnHakxNUriHLCNqQTUJ5UAyDxeRyTX7oJRrJC7yXWnoVI6I0phwQHKNnO6zX9FbC9qbpRym+dd/FTrMDTW/pnaezlrYdhHs6OIYAyuSUZYYyhizPyPKMZ559nl//a7/JtdtPEWLFo1ch1emcO7cvQ+DfZdqctd90zO/CCPv227e9bbWpq8AAZ+8D2+H89L1w5ioy/fsyFylH38AJisDdd7+bT//8L/L3/sf/gc5Jb/JyVtOt1ijFFuAtHqcIa4wEfULskKpGz1WyumHM3gtzQPAyUc3JxgmhtSLLRazEh1g2G5zABCkREeRck9dqZWkXg2EMvbMMQ09W5PR9L96o2lRoJY/IGAn10oCqqkoKA2LSq65n9H1PURSj15o8K5jg0NFLzXLpRRR84PjOU3ziM7/CP/6d/5a67Vl2A+u25d9+6xWef/qdzOuKk9MTHpyeojJD8IrDwzlFkfP4dM29hytR/VdaBKmjQUr4n4u82BCfd6k1VVnS9R0HizllkbPue3zw8bojrt1LRZUPirbthAAPKAtEAQ9ru7i4BB6fnPLeD9yiqmthMXjBR7XWaJUxq2dkRSEaCVqJQc0KitjoUeh0cn+11uiIpW55lsmAqo2RFexduoQWphjvdfqcCkShlDimSMJAm8RKCELzUyrQrleMCc+uE1bKaMcNysSSTg9eG2y7xruBvmtGD1ubXLjZBLSUCop4eg7eSX+19brj8ckp63XLyXJN08f26rGp5bobpNtF7GwalCIrKoqi2mCzmeHFl1/m87/2RWYH1+L49BG+2Jm/e+C9t5O5v8zf020fFHDe9ray/Bd9wdnGNIXq2+H/ZeGE8/bd99kzVySk6+VHP/XTfP3P/5w/+sM/wHtPXVWEqOijlBnPN4XNWoM4DgGT6TFZEJQYy8ENqODxQY0ehjYbjyubtDNJrIBk6FQEXcuy3FpRQyQ/n54uqQ9FEKNtGkxdb3m9qXXEMAwUUe5vc956NEhjo0AYqVBFUbBarjg4PBhxu/S55NluDHPYfIfR4OHdP/zDvPmdb/L7/+gfsGw7Kp2x6lr+4rXXuXl8QKkVt46v0/Qdbd+xbBrKsuDOrSPmq55l29LbgaHv6QNjFVDy5IssI8+kBxhBEZzjcFbTDT3fOTmlzIWz6gdpMFeWJXmVOh5IVKG8JzfSH0kRqIocHTx918ZKpsBzL71EVc1RJgNPNJrZWN5bzWcUZSnZ7iIXbm5VkWX5SClLc2NfyM8EopryS6feUMLUJTGot/BrlCTVpsM6PePgA2hP36+otKZbLwneYfIM20h9vcoLyDJcDN9FuEQUo4wRFknf9+jopRqdRW+5xSu5j+vVmvW6Yblcs246Hq8buhBonTBfrPM0bUdvRSZTUA1FUdforBD8OMJdP/TBH+Hnf/lXpd8XTxrByxrM6XvTfc76/O5xLqJfTZ/TRfu97dLTi3hZ57+3SSxd9jP7zmH3PC6/8gQRG84zfuHXv8jrr77Cq699C2Uq6vmC4KVMUZJUbnKmGqWkkkoRK2miIpDzHhXL61LorpQUAMBGcco6h45eiVYG712ceDL563q+mSRBigz6vmfoOrztRz6qVjHL6z1ai3fkuk68WqW2jGIKO1M4l/iLwzCI1+w9j+7d5/qtG6jVhuoz1RwYF9EQcP0AJkNlJibiMj78yc/wyte+yupLf4jPcsos4/G64RtvvMnt4yPRoiVQ5jn5LGe1XnO6XDOb1dy5fkjTNLhQjRQa69yoMatciAUHQQyKyVg1Dc4HFlVNZzuadqCqShbzWqQa7UCWGdbrBh2kN9HQDxgFB4cHklS0ElqHTHH3uRe4+/yLFHmJ0qI2X0RD3bYtZV0xmwueKAZVFpSqkhp7pRUg9wutJXLRG+K9UvJ78AFlts3HFFYJIYAXup4ibLq0KvAjBW+b3wqSvHTW0p88Jl9ItZgxRnihCpx1qNAT7ECIMo/eO4KT7qYp8vLORZ5r7A2lFZDRtUuapuP05JSmaXl0cjpm7Z0XnYQhdgjuBiueqQ+S7MqLCJE5BixVVvGXf/ITfOqznxOZxY2vdentPMP6BNx3jsG8qs25aP9zaVPpAPsOepbXuM973fw9/fyTnz3r+/f93Pfdl7mOEceKn7t+5xa/+pt/i4PFkYiJlCVFVHgXY5SNn0/eXfI4FZvf7cSTcyHgCNik6ZjC54mh897TDwMw8VZ0Tl7VY8gn3knEbr2DINndLewsGswU1lu36QwwkvkjBDB2DdB69IRT9dPJycnYAytN8GklV5rsqfHaer2OeLKoD5WLBT/7xd/m5lN3OaozDuqC47oiV4FHpyesmnU8hx7vYivpxYKu7bh3/wHWOkqdU+a5qLb6QIbCeDEs4tUbvA8MLi4EwMl6hUKxqGfURQnAYOW+9n1P33XMqpLgBqoiY1aXqOAojKEuCuZ1ydHBIT/x8U9SzxeiY5vlaKVjsYEc8+jomKIoRQc3zygK0bct8jRW1CiKA0RDxFZEIBGHl6hmJ3SdGogE14RY3y77bPYdsfjovY5wTNfjux7b9ngrmqp9K/2ibKxAEzUooVeZ3CBqUZa2bUbVqoA4CH3f03Udp8slp6crlqcrTpcND0/XnDYDq1YSTau2Y7luaKLgSW+lXj+QErZhrIKry5Kf+dzn+NTnvoCKz5BzDN70Hp2Fne6zR7te6lWM6UXncd52oUG96MvOMrJnf37HuJ3x2X3v77tpl/vO8/d58X0/yKc+81lU5HLOFnOyyNOUevtt3clk5JKoNCGM3APvPR4xqEGpkR7jJoM/GTeQihnxYqVyJStqUkVVCgG7VjoPWGcJiKxbqoaaXlkIgSIvRoL+1EtN7ycpwbwUPDDBD3YY8E6y11MVLK21ZJ6jYUgGWmup/xdNAoMBbr7jaT7/7/wHzI9vcbSYURY5T1+/hh0GdJHjgufhyYq3Hi15tGzo+44yL6nyEjc4Hj5+zOnjU2wvlVXKBXCe4GKnhdgNs3eO9dBh8pzjw0PqspRQPiCllUE0F/qupywK6ipnUVdURUZuNJpACBbvBjKluHX7aV78Sx+gKCt57rEpXJ5n5HlBluUcXzseE3pFUY5hvskMpLE43iPG+7Rv82ETgaRnnP5OY4w0lsbwX0WMfrPv9CchYDvRY/CxIaXtu9jmfBCYTWuCE+8/KeqP1VsI66Dve0xc/EVQumF5umS9ann06JRHJytO1lLt1PQDrZWWJutOOpe2/RDbDkkEJboYwq9eLA745S/+TT76yZ+OqmfnG7nzoL7LeIxT+7DPAO+zP2cd9yJDmrZL9ZR6O/SBfftcZpW4yvdM8adNAunih7C10gFBw1/59Gd47Zvf5I/+8F8xW9SUVUVwHmtDXEA3A0DpDUZmtHBQtYbBhjFb653IxxkjJGkfPH5wY4Z99PZCpM5oTVkvUFkpJZ1yguNEAcjLGuvkfNqmkVBJK6nA6oVupDLzxGQzxqCt3QhYaPHQ87LERhJ8XuZ0bUdRVqKQpKUqbBTDjoyGkSGAJA5sP1CUhbQTQSqofvY3fovf+5/+Dq5vsUrT2kOsCxzMau4cH9L2A91gabqOpl9LZU0K76NBTAvQKEsXPL0dsF56GOVamMrB29g1Qcp016uWPM8oY+8qjaLMMvK4iPgQwDmM0Syqmj44PvbTP8dscU16dCXsWQWKosRkGXmWUVc1vR2kDNMYTCaLTCLzxxu+Ce8T1OL81jhVSkW880noavoT2ArrlVKiwRvLTr3aaKLK+Be6U+97agr80KOCeIkmrzEmFn4ohfYBbzu8H0jlsiGO7z6KzejMEFB03cAwWFbrnkfLllXT0VrRsW3twGAHgRNMhnNSahrisFSjEpbi8OCIX/sbf4v3vP8DUUc40ld40nBNPdDpnN26F2fYpKvgrvtw7LO2yzqOV8ryX+bv81eODXXpou+5jDv+dlew6WvJRVdlwc//+m/w6iuv8PjkHlVVMXR99ApcHLwymRPgI+FuiDij33pAySu0zpEBNoBKxnYngw7Q9pbbN27HkFA8E0PUII0Cv0ZrUbyPIhpJ5g+IpZti7KYTbToAEoyQqxw0ZNmmuubg4ICu65gtDjbe7cQ4pMqy6fGTtz0Mg/S0CgGjAi984EcZuob/++/998xzw9B2KJNJNt4qDsuCYjHDBs3JaimTc5BeScNgN5QhpcA70cDUGufkHvpB6s7LIovKXo7BC61qUecUuWTL66Igzwx1mcWkHMzqOUYpnO0xSvGul3+Id7/vg2iTiZHTWqrQYpbeRJqUMQYT/JjwS5KMU1hkg1dPMvBsJnSCYGShfDI0Td7qVtJy8vrITQ3Z1tjx3hOcAw1912NLKyW2XUce1a8EwRbqlFEKFQLBQx8X78Fa8FYggN7SLnvaVkj6y6Zh2bSs+4HOCR+4sw4XFAETMVCpIEzXm+f56HTcunWb3/jtf5dnnn8pnvMeCcQLtqkR3ffzMp+fbrvwwVnO2GWPn7a3ZVD3WfTLGLf46St/32W84avst/Op8bfrt27z2S98gf/5v/s7hBCYzWc8fvxYQqVYy++cI8tl9Q5BaExKiRfowyYznzwQySkj9JWA9J/Ps1ijLHSH3jrabmC+OBDy/+Th2mHg5PGj6FnqMexL3rU2muDEOymKfCSDT8NzYKIxEKUH43UnAZaDw6NI5taRbhQk9Jt8dtsj2sgX2sGhtDQ99HiMMrz84Y/RtSu+/i/+N56+fg2V5fTW8sbDEykLtQO5ybhxOOfoYE7b9zRtS9N2NF1H1w/YYQM9BOUoC0Ohi9hlE5IQtlY51jkqbTioy+hhGpTRVHlGnWWEIC1j5rNZxI4PaIbAj33qs5hqBgrBxL0khfKiGGUYlRKPLVMbDqjKTKyRN5MyXbU1AZXacFK3FrbgUeH8gpRp2J/odl2XCjlAeTmvkQUQIChNv27pywJiWx/fNcI1jgLeeZbRu15ExzMzKqwppeTz1nFyckoIIvq9bFoenixp+oFV3zP4QDM4BhfwQfIDQnETeqFRxI6oBpVnvPDCe/mVv/6bHN24daFhOi8rf5aHuvuZqxrA6Xec9/6+aGLfduk20me52bsndPHv52MVl/F2913cWTd3399b+8VdVBBu6Q996EN846tf5ff/2T9lcTATEvOqwVkLsQBh8zA9CknZKsBoCB5CJPOn++fj+9IyWmP9RsU/+EBvPaerNQdH1yVhMdG+dM7x6OFDDo+OYhXUJjnmopqUsw5rB+q6GltOjAY5VkglIxsmHlCeZwwxy1/WVRTT3mScp9U9IUjFUN/3wpE0UsUg16hxg8Vrg8qicIfJ+MDHPo2yni//7t/jYF5wsrQ8czzjwemKvJoxKwusH6B3ZB4qpdFZRqkz+tzT9wMoKd1VeQbWUuTSIFE8a6ELDS6A1syKnMWsgACnq4Z5XWOUqCblecXR4RxnPUUlJafv+/DHuHH33aKv4KWGf71aja2/jTE06zVax3p2r0ePPmXFlVZjcjKNCxOfjzGGYPzYiXQrKplEM7uJpgTIJ1hIvFO5H1mWUcKI46d9klFfnixZzMtYCKDwMapwLqDQtE2LD/2YgCoiZt73QpkaoqL+ybJh3bYMztN0Vmrw+yFSo4SB4VOll6xBke0gC3Je1Xzowz/Bz33+C5h6scmqnTFXd7ezjNxuMu+sz+6DDC77HW/XoYMrVkpdPrS/mpHdZ6x3j3/V73k7mwK8yfnkZ3+Bb6RFf+IAACAASURBVHztqzx+9CZlWWD7geA2bTJUDNnGhxQ9kUxrLDKAp434UJGupANBZHii9yKtjZfLFRbD7OB45GAaY7DDQNO29EM/ZuNT2J2w0HQu1toxLB8raibk8o33NMk8x99TeWVWSqg8VZxKBjpBFclbSiErk3ve9z25KoQqBOjc8P6f+jQmz3nlD36XG7lh3bQczGecrFqCHTiaF9TXZgxWykzXTSNVOL2l62M47RUOyMuMssqjIfERa3VoLSrzx1WJQgwJZUlhNLlRVEVOXmRURUHnB4L1FEfXec9HPk6R59KNQUm9/JQvDIJVm7hIbISmN96oVpvwHbbhkLRtVclFvnBe5Fv7TPVzp7KL6ecwDKxWKxaLhUABQOq2IJ8PZFnOcr1muSxF7Sq25hHB8A3fOSAZ92EQ3rL3nuVpw3K5ou0kSlj1PctVQz8IFWrdNrGIZZIYU4JtuxT1KFEwWxxd5+d+8Qv8yEc+itcGHRRB+fFadxNEV/EorwoVnOXBvh2jeZl93lbIf5X9nnxNlt+zLmjf6vK92C5neMUwHly7xs/84i/xd//r/5y6mDEU0upBMLGAUjkgHqJTkKVwMYbSzlpMFDm2yaiGgPYKr/zodaAUTdtx8njF0+96kUwbBruhm4QAq+WKAOR1ibcO7zyOQJGZcdX3QXryTEN82Pbe033dIoqzYQAUZUVV1XgfMHmOj2WIaZJPj5smlFKbcDcZ6mEYKBK+qBRkOX/p45/m6PoRf/q7v8NRBr0TXYKm6bC2BTx5psmMNOGb24G+H0bc0XslbTXGyWzIswrrBnqvcV3HwaIWsn/fo5SnjFVMxkBdFeRlHSMKjyXjL//cL3FwdB1BqmUROj09pSzKLWWotm05ODpAaWm8uKsi5b1EHVMPlBDLJo0GGzmgagPB9H0vavtOqoLScxmjljA1qDpqFHTYrkcvto2oDGU9tkNZe3jw4F5Uy9JYKxj3CA9FMLmqKoGTlic0zZrBetq2p2k6CfXbhs5KT6i2bUeN1n4YxsU1RM9ZPHjIi4rnXniJL/z6X+Opu++ShJhMK1JbE0Fp0mzZ4Km7RnY6fq+6nRe1nnXMXUhh97Xpdp5delsC0/u8xstAAbsT/Kz9dwVPLntR383KN4b+SBRz+6lnmC2Osd2KxXwhNCU7jMYxgm7RMEaMVWt0JsIiNhHu0wRRWkQhvKj7DMNAP2w8smfuPoezHvCTUFtJ//MQmM3mYlwibmiMoWuFU9hHbmG6B1O+rLWiaC9lpd1ozBMEkCaH92I0B2fJM0Mf72FKjjD5O33PvkmAUmMZq9DODOC4+0M/wWx+yFd+7x9wOKxZrjvqMufhQ8vQdSxiGxS8BWel46wTgrvRirIuKYqcPM/wHobe0g0at15zNJtx4+gQA8yKDKUCg/UoDQeLGXmRkxWViDO3Az/08b/Kjefei4r17NpkNE2zZSzTQiIq+wVKbTz76fj0wWPYUMqmEEmCyXchlJRgGmGYHYMK0+o8JeH+MIx0O+89ftiuyvJBFvN8fsgbr3+Vo8MhFhLISfQR+gkBrHcMEU5J5zYMPUPvGGxg2bQ4tDAr+h6i5+msHeGMFCkZIwt7nld86Cc+zmd++VeoDw4IG4d0Zz5ulNSEX7wzfs6anpP3rwoXXNUW7Brkq0TB35XA9EXJqZTRV3FkpQhxnzd61vddFPJf5rNvZ3MoluueKpeMZT2radYpUyuKQZJwkkqpkS2gpDLEdl0k2rsYwmnxaKNKVNu20vbBObq+586dp6d2epxk6/VScLOqjGHuBg8l3sumacjzQuhbkz5D6XwC0ZNKsnLTZ6bHhzIa1mmpZHpGyQDsPpMtzwxGlX8bixZErcqQBcvNF3+Q+ugG3/h//inF/dd49NZb3Lh2k5OT+2QqcLio8C6I+HQUoh6GAWM09azeqDgpw3rV0DQrVHBcPzhmVhRoDVoVUgShhNLkvSWP8nreB46ffZGXfvyT6LygG3ppYeMDwXnyLB9hkgBR/lCKH7Isp7PtaAx1LrCAdx6db7MqRoMaAMITRjKVCacE12honU/gKEqpcayl70wLZAge7wJ5nsX25W4sfrh++yn+4sv/WhoTOjcyEXx8hkPsMuqs3CMfx5l03R1wLtA5h/U2CuVIAYTz0gEBNH1v5f7ERb8oan7mc7/EX/n0Z1E6dpZQ27DFOCejbIW896SjdRHWeRljepFjdRkDe1nIcXe7Uunp1FpfdOFTI7rv/fM+e9Zr3w8oYP8WmM1mmKxg3ayimEdB3/WjwZHzgRB0xOAm5xggNzmdHWK1i5Sy9sMwVp+MKvqDIy8qbt15Oh5gk/Bo24a2WXPj5k2KqsT14p0kWpBHJmHfdsxvLghBSflrSlQYIZ3L+aqYOJg8chXHdkyypFbYxGtMylpTr3Tq1aZnMfXOZPFwY/i/oc/kmBBY3HqK933ql/j2v/l9+u73aR7e4+joCOMd+azA9Y7QWSyOusypy3yUypOEVxbPr6Uqc3KjOZ7V6NwwW8yxg1CFrOvJ8gwCtJ0lU4YuOD70Vz+LLguslQUvKwpWp0spM43EfaWUsDAsIkgTSUcqii5rk6yC9Pwan3u8Hy54dFAY0oK2Q30KUk5c1NLNNOHlhDBS5tJCpdQmk++9VDvVgwhS+9hbSp6PdJC4efspHp2uRM1pggW7yEklROUtpUasPITAuh1I7ZtRUuq7qCthtATw3oAuaFqZA14pdGYoq5pf+Pyv8NFP/qw0muQio5cytBdHk2cZ0rPswu5nBaLb8IrUzvvfj+37oja1+f3izNpZ3u15bvZZ2Mb3alMoZvM5zz77HF/6ozcpi4FZVdB1efTWJOM/eoohyMDz29fr44O21mKteKJd1PsE4ah21nHnmXdQVjW232TnQwgsl0ucc8wXcxSxk2SkDFhrpTeVliZ8VVkJRjhJSCVRFAnZ5bhTDHU0kCpKESI1/AkmmIal03/TJNWuVzb+i8fvuo6iKOS+qthUpax47kc/xuz6Tb76f/0uavmA0FvqesHanTCbzaDvhJLjPaUp8R5yU4AxKA95ZphVBWVZMi9LTJ5R5oYhKzHFjIoStMYGQ+ZOWK4bXv7Ypzl8+lmRBOx6qrqmaVrKspwYsBQGJ2hEFqOEg47XEY3HYIctD13uqZ4YWI3WbCX3ku7tFOJKi9E+KGUKB6xWKxZHh7IYZNkkgSjk/htP36X38ODxKWVRbIyqlsRoYjCk46YkZGaEtWKMIUSlq6zIcU46llqvaCLJP9HV6rLm87/21/jwx38Kj4qdfdni3l7kRE3ZEdOf+/bd3fZ5ortjOxnuIDs9wYC/MjR4wfZd6aHu/wxsPNOru82XwSu+/x4qGKN47t3v4st//IecLqUBXlXXUsFDGA1QCEKjsTbKpGklTf8Qdap+sDjvWLcNduglJFeawVr6bsA7yzvfeRcRVbEjUVoBJycn+BA4ODzGWrcJkbyUsppcMNq+70Wp37mRApSy/mqcwG6M7uW8p95+2PI4h2GQwoaYgNid5GnbNSTpp5yjeHZGa4Z+wGdiALRSGAVBZ9x68f0cP/Usb/ybP+D1L/0rjDEsjm6wVg9RGaANdoCqruRaFbgArndUWYbqDYuDOUUs2TXao3UukMvQY4qK/nRJ8IG7H/hRnvnAj+O9QCSZyXCDJY/n5JyTvInRBMUonJJluZQes6EqyT0TQxucBS3jwKSFhYD1m1LjhDcmI2a0obN9iu6jMVRj2L55LuCJ9LlokId+EHEaFe/PqA4m1WLH169xfPMp7r/xDbwHUzjBsdUGAzdGjdhwCIFMgwoaY3IyIwkmE8Vzeq/ITEbbdfR9VKcKnnld85kv/AYf+fgncUoL2zpCVlsMmMl2mXl7nlHdd7x9yaR0nC2DCwljuPC4F53ree9dKSl1OeA4odH7jenbMdJX3e+q25PHlQdx7caNKCxiCbokzx1V5Wi8j5hc9Go0aCVYllYaF9u2JP5gN/SbTpWEkVModf/wrhdfjjxXYhJLPMlHjx4JwTzLBKuLzeOS5oCOVT0KCd+6mDwKYaPJufEohS+q1SZMT9f+hDEM4VxjOU3YTI8x9VRBPH2Fwhh5v48tmkdvNwTKxRF3P/ozHL3rJe7/yb9m/ear1LMZ4VR4rWVlyHPxcI0y+G4NrmN+UHJwdEhWZlRFRe8gNyFqfQaUjsUL3nHrXe/hpY/9PC4IPuusE9Uu2JLnGw2m2RDeszwfPVevNjoGcj+8GLrolSa8NDXvSInF3UVJKRXFdBK2GjHqnWGojcEFsNZJix5gvVoKrzViovnEC3UuUJUVd9/1Em+8+jUIPQbh0yYxnMFagk4N/jxllmFUwChNXkjyLcuzkb/svEAmbd9jnYzXcjbnvT/wAT7yk58gKE3qIxD2RKTnzbl9EOJVPcbL4KsXeb37YMy3Cy++bT3Us/7e/X0XdN7dbx828v0wnFc/puLgYEFuJLsZyMnyksxZirKkaxqKosA6h/Lg9UbVXxs9ikSHEKKx3GR5rRvGMsKirnnq7vNjyGeMiFJ4a2nWa27dub3pmulD5ETKcfM8Y3lygjF6KxSXSGc7fEy/GzYdOMdBnZJQPPlc9pXJps/viifvPu9kmH3wMdwS7zAxAFLll9Fw7R0vcHTnLsv7r/Pgq38Mf/EVutMTtLfMDxaEKMpstILskG69JM8KbN+iakORZSikh5PJDU0r5aHl8SHP//in6JxUqXV9T11VNOs1N2/dGhW4JBlltmT0XFwE098Jlw6BUVlKQnknVWVhQ8yXJJN7klIFwgn1m7YmScc2FUWEgDxTiIUYqRoqjDSooiqx1m09mzQGnnvxPfzLf/a/Y+2Aw0XjKWFPHkJUmQpoBVr5EYsmQJbn2KhA1VlH0w+xQ6nFAVlZcO3GU1SHN2gHy7woYhLqcnmWtJ1p4JKXe85+Z227hvOyxjmd81mwwlVsx5VpU2cZvX1/X8ZAfj+N6NvfFEEFyqoUJZ5BUc3mXDt+ljff+KpwQZ1DRcqI0jERoQ3WR+OpDCqWphKCVPsQpdmiepLD88wz76CuSknGBKLor2O9XGLtIBVMWsRWFIjyudbiDRtDs1pTz0rxoicTX6pYJrXk8coCF4fvSgn1acpB3VU5UkptYaNpmx577KqKklIaoMxz1ssVJsuo5rUYVQ9KOUyWc3j7Lge3nuHpD/4kJ699i5Nvf53lm98i9D25yVBlDt5RHyzAearFtZEepLTBB2l5klclB08/x3Pv+SDWzPB9x9D3lFXFw/v3uX3njniKk3DcOY/JNhMokfzH6zcaZUSdKRkv790Ic42YMkr0X61DF6nWfbNAOTfgg8O5AYhJsCDJy4TNeh/vnxNj65yFIB1S22ZFURWEhKVPyouVVrzz2bsYkxPsQFTQwbpAHmGhrCrRwVNkmsODBblJDcMFE267gVXXs2xausHR9qJWleUl73zXS4RQ0KwaumbFYjFnjPPP4JReaNS2xg+SmJUSgifswmUN5GX3Ted43ntnGdt926WTUue505vft187C9+4zO/fq+2qcMI0XK1nNWVZ0g0tfd9zeO0WmsBrr3yFEDl6avJ5pSQJQTQiyZgZbTYK/lM6kw889+y7IPbR0XpTMfP40WNCCMznc+nOaTfJpFTd4r2jbRtu3DweVY/yPI9ErnisSM1Jk243WtjlmSolNLGUoU8Jql2DmwzsvmOm19Jxp/topEXzumk4efSY2WxGHg3zxlPQVPNDqhd/gFsvvCz9iFaP6ZcP6R8/YmjWKDfQr1boPCMUBjsIea2q5+h6TnX9NmG2wK1bKbf0nqIqWZ6ckmdScrmLs+V5NlkEUsPFjeefFLGm1+Sj96iimPRWYi7Eenvnx/vvIpUp3XdjcrlPIR1zgp/GhTEp6ydIYXm65PDa9ZE1ML0Woww3bt2mqGd0q+UYFWUaMqOoi5xMwbyuOTw4iAuKQpU5bdcxWCtdTNskx2dxAbKy5plnX+La9adYnp4wDANd16UBIWIrk/FxJc8SRgbC1us7c3JfNDt9FufBBlc5p/M81YuM65UV+6e/p5VZ/p6+dnkD+r00olc51llhSQo7ApDnJVVV0/cdbuhRPjA/uMHNp5/n29/8txi94ePlJmNcoaPquWwT3igBazfZf1C88OJ7xuoRKQcccN7x+OQRWS4CxnaQpn0RUxAdUm1wg2MYLHlRjfXmJlKkEpc0hd3pek22IZPvhvJTA+i9j5lhP5aupkE7xUmnx0mGZ/fvXahAKUWR5/R9iN5qy2w2R+caTxScQS5ZkVEWhry4yez6LYJXo+eigyTnBiteaUo8DG6gb1v604ZV20ThmIK2aWjWS27cuglajQvTtP988vBtNHLbDfG2ixpCDMHH+xC73SY4xzkX6+7DSJfaeP0ZwYXRc033PymGTe83IYjLGiGltmkIQer3U+KwruvxPOr5gsNrN3lzdUqIVXQ6NxRGi0E1mrLIGfqWLMulbclyzWAdy/Watnesup62HbAhkFc1d97xPCorRe9Ba/Iij5irjEtJpD7pSE2vZXeePeHJEoshlCT54vQZdTDO2nYX9LNgh31GeBem2Hf+V9mujKFujGBgs6TskvvPP9b/X0b0Mt9z1j4qjuEsK6irGW7oyXJDXtSU1fN4H/j2N7+M8XYMaWVwRe8wbESlgUi/gWEQpX8ULBYLnnr6rmBQIYxYmveeR48fUdcVRVGCkpp/TRg1BYzJaJs24pG5hJmJxO1jRngYRu9vc53bnQdg/wCa6qGOWOhO2D81xMmITpsDTo1p2pJxSVBCMkCnJyfSUmQ2oyiL6LGI8dyw0WJxSCTQugAiuB07EsRKorZtWS+Xwi7wnqLIcFaMrMkMZVVt3ZNNxdIWfJdO+ElK2GQCm2nEkbzweO2JKkUqSp549iEQy5njcYzG9hsJxnRM58UgOiv194RA33aSqPKBvu9G6pQsDBowXLtxk7e+/XWc9xSxbYuOYud1VUZpQmGbtL0wUbrBsmwH1k1HN0iyrZof8e73/CW6vsN6h7XS9basK8rYIYH4TC7rIe5ilikiQE1MZxBgNkweylnQ0u62a1ivgqOedazd38/avmtxlD2nxnRYTo3od2tIz7rgMwHu73IrioL5YoGzfewt3jCbzynKmudeeC/Wdrz27T+P4D44b7cmZMrywzTUl4GtnOLu3WepykVUcBLstGkaUTlqGo6Pj8aBH2PHcWKiJMGTPJPxmtWGX7h3AdsKR+P7bOrM03NKXMk8y7F9v+XtTo85hQ42X7FhAEz3T15bOn56fTo2hq6LXquhquuxMGA8tvcTD5/xmMkrtINUV2mlqapKeJTtWjxeAlVVxz5a232Z5NomYzX+TMZqA+nsFDqkqiit8YPdMALGcF1CfB9/yjlvFiilUsWRwftuvKaxWisujMMwECI5v2kamFD30j7JiJui5Omn38Gf/5sJ7zIkuKEYOcyd72k7UZDqnGXddKK4H7VOj67f4aX3vh9TVCxfe0Xk/fqOuq6pqoq82Pamz5uLZ3mDW+8jOQLCdtQ79U/POkZ6Hvu2vd7wjlOwb66c5dGet13goYogrRxcn3kwGWjJkH5/jOn+792+CfuwvMt8frqND55AOStZHB7Rtg3Gex49vM/xtZtgFJnOeedz7+HRwwesTu5hlI9lgArnFdZKh9QQUvgt90aI3hKav+s97xsNgVKK1WoFCP90GDrq2Ux6wxsDVpqgoeSpFHnOernk2vXrsXx0M9mNzsdJPvWKgHFSb98HoehMye1ZljFYqchJrVyMzqJ3uE2ZStv0WkZmwuSZpPNLBndXzUo8PkNeC65ou56uacfEnzHZ6IWr1AUhlo0G53F2YOhabNtg+00Hz3QuWhG5l2qkHSWDnPZRSji0SfYunbt4Sk+OYzcMsf3KxmBMYRZvrei/BkuuU6dbOWcXBW1CvGeJqjR+XwjYIdGX/Fiy6iIn2XtJfK2WK8oUfqMI3nF0/daYaMqMIQQHXqOCwjlYNx1N3+O1Zt12dN1AP1iGSAl8/vkXeP6lHwRlOD15SPAO7wdst2Z2/TpVPYsaB2rrHk1/Tg3Xpb3LNCCJQkTRmKZFf194Pj3+WYbzIu/zvPeuEllfIuSH3UBoc+Bdi/3kye8a0+/G2F30+Yveu4zrL2G7/J5lGbOZtA5O2FU/SJ+iIi+wZcU7777Il7/0kK5fYyIjzw0D0lM+KUCJYEfq6BkUmDznhZfeNxqXpmnoe5Hpe/TogbTomB9iYuVSCpNHzE0hFVJViVJ6S20qJBbCnmufGrnkRbkYliaDNz6ziXHwQSpqVAzFpsYjhZtTL3b6PVPIIBnc9D1FUWxoQ5OxkueyKBQT/DfBIn2kKlnrRiZDCCLw0bXNOOmq+NzSvcuyjCLPx/A0hDBqggq/1zBqIPkwGrp0D5Xe9s5HvNVaimIbS05RgrWWrCrpJl7+iL86O+Jj6dlNhWvSYuNijf90AbDRUCfaV9u2KK0FAlIZi8WBGCEdx7OQKUS8O8r/9VH7tO07hl44vPPFgg988EM89ewLnK5bVicn0gUgQilaG4zJqOtaSnvfxly70PgR41zFaEz3wQn7jOW+7z7rtcue81Uw1bfRRnr7/fOs90Xvn/d9531mnyu++/pZN/sqm9KKstwkfHxQdG3D7OBQMupFzq07tzn69k3uvzXQDx3O91LzNEh73jzLovcesK7He0fwnut3nuL6zTv0TU/f9zx+/HiccPfuv0VZVuR5EUO9DTbnvR+Pm0pDtVZkeb4pDiAmvrzH+I2hTdhemvhboiZ6M5mnA0vESVKllRoTIyks9rEqLH0iGYW0z9gpIHq0JsuItno0UKkr6yg8MsFep+wIrfVIYg/yQAkEXN/TNO2mq6tS6FzFpE0MFRAvXNp5h3EBOsshSP/2QRP7kh7SdXYCI6hNyWgWNUn7aFQT2b9f9+N5TBkE6Tmk+9H3Uj+fFrjBSt2/ycwo+r1crkREJ+rmio4DEtEEybL21uIDhMGKoLS1OJ80ZTV3n3uJD/7Yx0apQzf0tG3DYAdZyPoeawfaZs3T73wHIpbyZBi+L7zfZxD3Gccn5uAer3Ty7iSJdTakMD32RYZ1ut++yPoiG3LJpNTuoLu4Rveq21VP/KrHO+u1fQ998yagNGUlOKXWmfQiQiZQUVUMQ8+tG7dZrVaUWcGDe98kePG2jNax+kXhnJUmasOA9/DDP/ZhQsS1Hjx4wDAM1HVN0zRC6L99h9lsNhoQpSY19ASGvpNwU234kOP5Rwhg99pD2GBRU/wQGAnoU4OYDJ0xRsppo37nCBsExlLLlJR11o34Y/LgkkcKRFqkjrSkOLGioRw9Zue2zi0Z06lhTtckgiHSLlrF5zL18GzbjedgTCahstv0PpoS+UePfuLBTsdFiIvUFo6s1BOtgwPifXrvo/qW2roOZ+V8XOKx6o14d3oGyatOC6oPsdWIE7aBs46gZaEoChFBT/xo47x4jzouOCrgbcDi0VoiEhdbmHgU12+9gw988MMcX7+Nzgu8F0rgenWKsx3ObgpRuq6jaZbcfur2VpSybzvLeO77/TzDO97r7ZvMZpD7reNcJhLd3S5taM95D65A7N8cYwPOn7//fs9w3026jDG9jAE/63vO+/yZxxWrQBa9AOccZVHgnB09pfQA69mMYeipqzlHx0+xWr5FcFb6y5Oy95ahdxA0T7/zWX7g/R+i73pWqxWnp6cC8uc5r776Ks55FosFSbEptalQSkWPTbiIVVVtIICYLZ6q7SeBj1FlH7ZemyZXPNvPJU3qKfEdIMvykXuZlJG02YTlWuuxCigdOxnn0bNM0MV477c9iC3RjuSRTiZa+q50fjYaHfHQivHc+77HeYEFsizDZBtYIkyOle7FZhFwTI3oFI+eUtDSd6awf0obGtumTKKBUV8hft5aSTaVVfWEZy6Lx3by0EaFfecjVh2TUcBIoUrGd0uhP8SYH7DWS3kuiqMbT/HCyz/Iu1/6AfK8xnvHarXE+8B6vabrekmI2SG2OheYqe1ajo6OLw+h8WTG/TK/T4/xhOepRjyADUiwvf9lDPjutu+98e9LOHkXGFQF6HicZLTONlRvx0U+LyTf+9mdOXiRobzo+8/CcQC0URxdP+bB/QeEIG2Xh8FijMLkMpFyIwIVRmnatqGsDrkxP+TkwasM6xP62K+naTuss/zA+z/Ihz72U/9fe18aa1tylfetqr3PcO+505v6db/3ul8/u+323O623W3CYMAOSWQRQkYpgISS/EgUkogfSUgsIsgkCFISlBAlIhIhhEFKpAQUIIMQioIAmx8BhDGWDcZ2u93zu9MZ9lCVH6tW1dr77jPdd7vbbp/1dN+9Z5/atWvvXfXVmheybIDjk2O8+OJLEaCrusZLL78IMoThcCtmOBKxO3KpmcXxyTF2dneinq2sSmQ2a3CEVcXO7mIIQxD9tB4PHrBgsVRKayBEfulnIiBllB+rJ+Y4q9ohJxZlPXHMeybF7FrvgXzSTRpj4vs0II4sg8obqjhc7TUgG8tsNotjHg6HXHQuqC6KYsqZ5h3rH02eIev1IkdvJVOT96hcDQNOWec8+7XWLqlKZNoRzs4n79lwRAaQLFNSgE+4Xg6HzVFMZjDgPAzCwVbFFL1+P7hn2QiKFMYinLb4sQIManVVgfIcxnJV2Tp4DtS7NXJwCCkMhZysPHrJObC3fxm33/AoHnrjoxgMdzgn72zCqlZjUc6mmI5PUc6mcK5CWRYgcD6IuiphPBtF2wzMPG6zi4laKBm2qHmd8CYUIwGIFOAhuUS6ON72dVe9/jq0RIea8n6uIoGvIqavKsrPA1PNcs/r6V7VBbLhEREOLl3C073PhxBEjok+PTlGvr0FgEMBx+Mx8ryHonLYyizyfIA3vOnd+PQnfgsnL38RVT2DNxnuPPooPvThb0F/axfHxycYj8cxcUWv18PLL7+EyWSMfn+AOUiD+AAAIABJREFUndEO+v1+FGEFAMuyxLDfw+Hdu7jx6KMAJau8NWcTQAMI3FLQ/1HQJYrx6czNe1DwW+wSpZzzAAX9UtBJsorYo66SlX/eohKAcoGTiiMg0atyTlc5R58vQCpAKxZ/7e4lTvnT6TSlOwze4QJIAqaST4CEwyYuDZ5lGWpTRo466p0VBynX42TjYfAmuUsBym81VEOYTWfxHfH9e0wnpxiOdhvrKy5w75nDBqshpGS3cx6zooAdDDi2v+AS40Uxgwtce5ZnYG+GIFEag4NL13Dz9htx3/Vb6G9twWQZqips1s6gLFh1cnJyhLouWOdf12wPCIDlPTDa2cFgOIjShn7fy9QAjftDN5i1GZv0PBAZqTOnhfVKodKA7kv3MU8lsBJmKEllHq3l2C+cauKA53OXq9A65/Dk1rsL4kPUtPZuI4sBTbWMLPThYIB+vx/TpOV5jtPxGHth4YxPTzGbTQHiKKRejzPGV85gdOkaTJajNyA8fPstuHXnDdi7eh1Hd4/wxWeewfHxCba3tjjzERHu3r2Lqqpw6dIlABTzger7ImI3m9lsitFohMlUDB0JVLI8j7pIIEQs5RkkI1LjeaE50aq6Zk7NOWSkoq2sgXVsXGlwqSISh3chZZU16AGJs2Tg4ignr+aRd+wa5ZyHQyrT0uYwtDuWgKsOnQUQDCizOIYss8hCNv742o2aR2p8om6Q3/A+qlt4EzkrRXHWKDYsNUX2wIkTcelwl8DOGItenuPk5AQ7l6ooQYiuWFQEdVVjNp2hKotQQQDsPhVKohB4kzo6PETWy3BQXAZsiJwyvJleu3YLD955M+574AaOjk+Q93O4ukINAuUsWRkSzr7AdDpGVc2i0bEM1+IS6hnuPPJG2F4e59IiEXoZtTdsfVz6TnNV/qeIB0BT4PcL+lw0hmXHV72/FXWoOr9puqH2xbRlbF1gW23w63PAK7H11NDANLY/k2fRbarXy5HlOTv5T6aw8Lh796Vg3a+R5QNODZdZjCcn2Noe4Yn3PYmr166h1+sh7/UwmxV4/tnncHJ0zI784wl2d3cxm81wenqMuq6wt7PHmzH5COQxxtwYzGZTbA0H8GSisUDuVYOYWJ2dc6iLEjVCKKU4owcOrIZH1gIuXuAMYNMZJ3v2gQPLVBSUWPkdOLu/aIREpI/iqxiTVAnmqLZB0PARpeSPCpSjegDNBNk60krE4rqqMD49RV3WXATPOdisjzzLkJlQ4jjP2TAmWbrUdbRuWDaIdpLtxtwiEzZfAmoPEzZCAWPvmTvOsgwgj6KcgUI6Q2MznJ4cImR9iHpU2QxZnVCirrjqrnNcYbRyDsWswB4Ik8k0lNOpUY6LkBs3x3BrG3fe8Hbcun0Hw91LqIoavd4Qu7sW48kk6v2LklMqTianXI68LFCWM64lhZDL1rH3RL8/wKVLV/Dmt7ztzDpZh86DD2F6iFNbU2qWv31SCRBcI1xVX3NVcOzU2y6hpYAqiu048hVp0aBX0pU2rq9D0KQtrXJ/S/sFmnclekXp+uDSAXYP9nH3pZdhgp9flrGo1rdcx10qdOZ5jto5ZMhBxuM9T70fN27eBABMxhMcnZ5gfHKKw7t3MQuF9Sjk+jw9PUVRliAK+kBrUcUExwm8sizD3cMj7O/vRzAVEPBxwQeAMOkBtcNAG6Krun+C4iY9qzQg3KZygeriKDhzFIdKAmioKhKwehCavqjkmwYEOU9HVek+BKDl/rX7l7j3uABIRElk11yygGntXOO7yO2iqcvlsTXnkHOcAayq2OdY3KO8Z7VDY7MDQiLyEqY0/BzIYzwZMza5s8Upy7Lk2k9ITv+slyXMZtMYHTWbzTCZTkAAZrMCeY83kMee+jrMpgUMAd6yumjQH4BCJF6v18N0OsFkMkFdcjUJ0UsL91tWFXq9Pno2Q97fwtvf/QQOrlyJ76pLT9r+bhmArsNRprb6YPpNiKaCc19nLh6toPtcAqgLLF6tz/r4PBFg2S6hxch2vxr82n+tQl26lI5WZ3rc3hnh4PIBTo9PQN5HbnVWFuCMUxwu2OsNWKw0GXZ2d/DEk0/g6vX7UVYlZtMZXnz5JWTW4pmnv4Cjw8OYCEN0eWXJ2fv7/T56/UE0psiYtWfB6ckpHrx1I96+Fo2d96AgLssiBBByZzZ1kxFglI+nc3y+AKoAUF2HzO+eo3wo6B8F6KMPKXGtIakq4MFZ++GkYF8AxMBNAgD5JujpMWrVRVOXmyKytLP7dDpBXVcgStm2+oMhu0yxkjQ47jfBUrtCeaTwT9adMr9DYaPVXLz3nGYOcHBgDrguHXPqWnIzobjg+ATeu7Dya0yDXrUMYb7OO06uI1FTalPU91zX7MKUh+ATa3ksg8EAALtXXbl2DX/4+5/mEuHDIXtslEVMPF6WBTJjcXR6itl0wjpYx6XK+f3wO9/eGqKX57hy7SYee+IJdsubs65WoTY+tDfmRZ/nHVPfAlDZ3qJBZD2DVBeGaZ3xPFpilIrdYBF4nZuFXrE/vbM0nAxWxNN5LyhxvdIQiIo9aW+AS5cP8Pwzz8I7D2Mt+oM+8noAAy4H0e/1QWAAe+DODbz3/U9hMBygLAo45zAZj5HbDC++8AJOT07YQhvAQ5JheM8O2zs7I3gf/DkdYnq2LMtieebxySmG2zuBO3XN+wOQGYvaJjDk5MkJPEHNiCjh+ARM9HuKLliOLda55cgtV5kIToDigIMI7cF6V3gGVk4240Bk+DPYst/FNWvA1AtAA1kXt1HXHEEFsMHHew6AyLKcDW0mVDGwzVSE7TnBSzA8A0bQcF8OBknXKi5sZVnAe3a0lyz81Jh3rF/N8jxsksLFE1ztgeBcb5HF9yOUAh5SSRUi9nGu6wq5zbC9vY3BoI+8zzW2pJjgzmgbu7t7ePnuXQwHw+ieJe5bp8fHLH1UbHiaTqfBuFiirjzyLOeowF4P+wcHePNb34r9S3udy64NcvP+lrbt44uAc1XwDYgXjgOSVRXUDZp6LJqW4dSizWPlfKirAuG5WOmONqtwvKtQezxnP6vF0/wGIkMMR9sYbG0BwWG6PxxgmOfoZwYP3LgBAmE6KXD9gfvx1ne+gx3vgyJfAGoymeDFF19kt5hwYQE7ay0GgyGMMdjd3Y0c4cnpKfZDdnsBNtZtAVtbW42aT6AUK68NQSn6iO/KADHCJTr3e7a4x9BHyqIqwFiLDEBRFA2RG4TAdSVDjrw3733DeOSVP6UNeVsZoH1DrE4O+Lbh3C7col6IOkQzy7L4vKMuNagLdIkQyRnbVn/o+S19J5VS0ktrH1T9rEU9IWDqvQJCUU2AXacqOGSeg0SAZm4DbTRLY/HREl9JEvGwYfR6fXgAs+kUO3s76G8N8eyLz6OaFbh+/Tr29vdx/80KpXd48fkXsDPaib7NIsFMxmOWuAr2ObXGIMtyHOxf48qwvsLOzg4uX7uOW2+4HebR6qL5vM/rUnsDXVU9ADC/moD2/EaqZd8BSwFVOzFLZx5dGoouILwwMsK+h2spB+plN7/8oSfderQbKp2xBzAYbmFrdwd1USDPe8h7ObZGI1hr8bUf/BCcY/2ptQx4rigiMMxqTg58cngMcuycDSIMBkPs7OzE+6jrCoP+Nvq9rcBlUXRGFydvawh3X34ZV++7xhE4jqOXtCgqixtohXT6ELbZ4s6ES/fOwWT9KArLcycPGLIwlWmAWF27EFbLVVOZK3SAVBaoauZSkRIvO+dQlRWykNxE1A7e+7g5aJCSMc4LSY3qiKrikjNh2KKCyPKMs9MbSUiTvBPIS9pBAjqAjN8+os9sZplz1Dph/gFmsxKu1qn90hh1+Zt+rweChUEWQ30JBlUxA4Uif/xM+E7EWyEmgAnzvT8YBj2xQ2/Yx1ZvBFiLpz//BfzGRz+Kopjg6pWreOj2bdy6fRsPPXwbuc3wzOefjuVnJicnqOsK48kpAI+qnMGH6gM3H7gJ5zOURR/b20P0hgPcunMbO7sjFtm8Aqt7AKh567PreBucm8dJreGEQ3EO8YGVgbh9nXUYurXKSLc/rwOe5wHaszdysWDNIm7TOCWX80rnkucWO7sjTE8nXLu914MxnB5u4qYoS7ayViUnkej3+9Eyf/fuIZ5/9jlO/mEN9g4OsL21hfF4jPF4jMFgAGPYdcV7TjzsHEfr7O7uNmLJrc3w7LPP4rHH351ETmq5JCFNJq2HlAxNWsyXtoYMymqKzPWbz8YnI4gAG6sPmCMUcZ6lKh+NV1p1oH0CGxPaQQHQ2UWij+ux6GxYsnnoLE1yvjHEOTsH/bDZJUs9Ql9WBRY0RNTwY9VzraoqAGEzHaG17Msp2aukflNTbcLVGKyxqMoaVVahF9Lz9fIck8kYWT5MZaSdvn/xREhpCq21GI8nKMsSo/1deO9xeHSE5557LviRnqAqSxwfc+DIY088jieefC9+M8/w9B98FiUKTCYTGMPGLXHZ4hwT9+Hq9ftxePcY+5f2sXewj+FoG9cfuD/kQZAn1A2mDSBrgW6X6H4xnOtZ28ci3aj+exHYn4dW0KGe/Vtf8LxivHzuethAa0eSAbB8nrS6S6696EV1ZQCnZoPgDMN/7B/s4eXaxx0+y3N4D4x2RsiyDOMx5/Acbg1hjUVRFHjuuecwPR3j8qVLmMym2K33cXR0iMOX7uLFF15AXde4cuUK8jzH4eEhiMTA5CJYJK6MQqhige3RKOpBvfNnHJlN8OdksT34l1YVcsrhgz5JO8ZXJom1Oil2BGUkp3oAQc/HHJjNsvBeCPAO1mSQLPFkCAYmcnrN8M4k3mt/2SRyJw5bzxPX6ofHx/NDQkCd41LNvbzH88UnlUPD6q6AX56dd2yQYY495VEQzlODPT8jF3+knQRRyP1wH1ye2gd1UNbvBZ/UHJPJBKN8EJO76NwDNnDXdQB1eQ+i4gD4PQwHHDoqqprpdIqqrFCVHFH2yKNvxsN37mBrexuf/sQng0TAXhw1ATvbIzx85w4efevbMC0r7OzuYXtnhGzA1WW3RyO54cZc6xLr1wXJ84NquB4ixMfjkTHSoi3OYk4X/sxjIFehFaz8MtCzoHiv4v3KDzEom9fw2lp8PTrbFcl/Xn1WDUc7I5RFxbovD2S5Ddxrhizbxtb2EM4xp1TMCs5Ehauor9SYTqbYms1wdHSMLzz9eRzevYt+n7lByQ5UliUbccBVMa21cRcj4iJqh3fv4tLlSzBZSmoMw4AlvpRSGcBagzyzqAoKYZ0ecC6CYQMoPJcgJpJ9Kznl+7CJwbDPK4ekGpC1bFyKxiNAora4yKnKzOTR8AgQIJV3ogESSLrdtm5Wfre5byGnxt3rD9jzwjRDYAGOexfwlBcfOdeQW1XGL2NoBygkoAQ49l+K9bUnljwHfvZZyAtRlxV8zYaq46MjDEd7mE6n6Pf7qGun9LEh0Yq6X+cc9vb2MJtNIbkZjg+PcXp8Cvjg3hb09ycnJ/DPeJyejnHjwZu488gb8Y7H3oXf+a3fxrNf/AL29nZx+/Zt3Lp1Gzv7+8h6OU4nYwz6A5jcoD/oY3t7uyHFLaM2F9j1/br6zDN9xhIpxEyCMjzJHAbSkp6nz12mMmxccwUmcq2M/fO+W7WdPrb2TnZRYCp9tYblgegm1DWmzFocXNrD8dEJiOwZEGDwYWDc299Fr9/D5fsus1hcc1ahopjBWovfqz6OyXgSc3FKxv5hf8j+jCE133A4jDHxBoQXXngBDz38YGQSZHFJqCOpxSuLUsTVrJcMUcYknSbfByfqmCfCEQEUjBiSh1NzewDigpf3rR3xwwtotNdlU8R4ljg8KeWinO3VAtBit/ZRLWbB2m4t8jxr6GSjQUm4UseZoPQdt3XzZ0BebQhCEtFUVhXruW0ao/cSJFDDmCz6+E7G45gkJc9zFLNTECGEMOdROvEBzGvnUNVcLFE8PsbjMbZH26iqErNZiRdfeokToRuLreF2mEf8zquqQlUUePYLz2AymeDWjZt47/ufxNHRIYbDIVevJUI+GCDr5dgfDmCI0OvnK2fl1/OlS9+5iq5Ut+1SFzT/FruOqOrmtFdM0qJrr3I/UWW0gNbSoXaJ7qvoIOa1WSbup4einPjPCayLXmxqhCg+do04yzPs7e9iMpmGRexQ1ZzUgrNQeezt74aomPQubWZgYdDr5/DswY2sl8NmGbwhzKZFzOoki59dW9LrKcoCDsDW1jZcWCxx4nkP8sJNIbhkkWhI4iOr6zpkwEobAoCQqJhLbAi3pkVzI9wcAug4rR90DT2vPGMBRmNM5Ph0akBp1wZTubZO4dcGby2+R9AK+kXvPfr9fvIK0ODmPUx4TgSw/pfY88AFVYGrm+MTMsbAhFBcEdoMuJ6VtRksWc7aH56R6OCdcyGfAIW5kLwXZM5NJwUMGdy9+zK2R1txgyzDBsYqG/YL3drewcnxUXARc5hNShweHuL48JD9R8OzkWcwGPRjnTKuQTbB5z73eRydnOCBmzewNdqB9x6zYorMO/R6HEgiBkdR98xbN+cR17vOaW+cyzsJLwHyuzsxk3CzbX9Ufkuh/QK3qlU4WU3nqnq6zgXOQ23xDuhkKvl464aXPYDG8UW3MOcZG2vipOeFAXhPGAxy2Myc6bdxDx4gQxhPxsgzzhRUh0QeklhE1zXyQf9nrcXR8RFu3LyBvNcHgQu8iaO8IRNdggDEVHwu7NCiStAWdO0KZIgd7Z2rYWxyd4ocYABQY0zknESU1Zb/9kaYxGWKPqeyWbTfV1uk09dv50eNYbgCqkA02Ah3m2UcNCHifXwB3nNEU+DsCezza4xBL++hRNnggvX40hgJ3rEFn/sm1mXXDoZUxqzwDGrnkAU1i6H0/KWw4GQygwdwdHyEa8VVlJULxf+SmF+U7EkwDM/Pe8duUw6YjqeYjMeYTaeBS7aRmwUI+/sHKGvOoDUrihjFNZ1NMdgaYjQa4fKVS9jd5YQ8CXQS196ey/rzvOP6fa5C7Q15LkCCOdMEmN3X0e9LHQ2/2ot//jXXoZXzoa5zgWXc6aoPmDcSpceA0m0GBb9sPOvukrHD1N0KIQzhe2r6e7a/m3seCI888giqWYXPffZzPKFtcLauqwiiAJcAGQ4H0Zo9mUxx69atYDiqkWcpfRoRRUu897ywJZt7VabyKew6ZOCJznCo0Qc1S5yn3CeX0UjgJtZsAUfNpWr9Znw+YSM5c1xdZ95z1LpcARcB5KhWiBwfe0nETFJKpO9arBo0BZzbYbU6/DUNM/XhAbW5BtA1hCzL43eau2aPjimGwyEkX4L3nHNgPB6HHK5A1u9DMkxVdYWyKAEQjg4PMZ6MsTUcwhD3NZtxIhhOR5hCcmWMs6LA1s4IVcgNK+Wur169igdv38LBwQHImsTvrbw+54Nou02X6D6PlqkJ2n23/YrPtKeGLU3ORlz4S+gMyC5ouzagdl3gvLS4H5VAI4ImFMAmpbP0tehFtTlX3Qu1n61IYx0v7zyk+7n+wH24ct8VfOzXfwOf/MQnUXtOeOEhi92hLGvsHxwg7/cCmE5w+fKluOh7vT77iAautA7x4wADFykuVxy548ImLoTXfB68y1MtoJUSQgNIhfqQJq/mTnSZEhHZnfjI8kVQg4HGUsqmL8+1sTF0qH+0839bDaBj+q3NgotUxhFRYaOgkB1LImcq72CUvlwnWZn3np1zsDIesBTgwqYuY6jhQ7EEAhkLeMlE5SM3nPfyxqbgnWNjoXdADUzHE5g8Q11b1K6GJ1ZN1K5GVYbcAGGIYu0vigLjyRiVq2AziyzoPTlfrQEZi7IqsX+wh93dPVy5dgX3X7+O4fZWnPQ+qCv0fO3Sb877Xo7PA85VRfp7YcDa57A6DECw+idZF1AHuq/tDeThNLLcLbnuuXSorw4lftR7WWwaGM+Ob97neccANEA0TpQFgQvL+ltGHqHYXdAdighIRKEImsHx0RGuXrsWrdanp6e4desmc5hBdyqZ2tv6SA1KtUvO73o3F6NSWxVR1zUspSxOiUuU3awJZDbPAEqivH42hGSYEj2u6FOdAi4NzLIBaD1r7I+aUUVtzkdyEXAklI3HGrkBlP8kkYn6SR091R5DQ+RvToD0PNVii3Mo6E05citk30eKoIpqD8+qmdlshjzvYTKZYGCGQRLgeP2qqjiR9Jh193kMzvCoQ4FDmRNlWWIwGGBvbw9bW9uxEsTl+y7jzhsext7+PsjaMyzbPBBdBppCqzIz64DjPJVC17i7rgckENXSvzx3Lw1ElUoJb7qQc5U1v0YJlNUAZKHIe6GAvPoDXkSLwHddhXSbund4/r27u6NEPh8TBFd1DbIW+wcHAXgQrNY5+y/mOUyI1RYuzwUrcF1XwU2oS/fEwCiuTyKy6zG6ugrJnUV0FbDwoZYUwXgVzppx7tOqTtn0o3hLFAvQMfef8gFAgZaMT4BPqyfkOx2CqgFPRHEnnhASEaVS7okEIrpp50K5b2qGemoRX66vx3hmw2jNEc7OxBsJc5EOZABXuRBtxRjc6/eZYw9qE9ZzE6aTCfJ+juPjY2S9HuqsDpFWrKvlMi9JdWCzDLX3KKcTzGZTZJnFdraNWVFgNp3i+PgY3nsMtwd493vfjctXL0ddug/voEMOblCXHrTNqXYBbvvc9vfzvrsXKXDeOLUqD/GI/rPrvtJJWg1isBwL1kowfa9tu5S+88SK9jlyj802iWugOeffy3jvlbrBGgA8tre3kOd5w4gwnpzgdDrGwf4lVHWNvhng9PQEly4dJMOM591WQinF/SazFllm43QRZX1y72JAtUrXqoHLWIvaVax/jZyuQTRQBHCSJ+6cg6tC1VUl9gsHCyh3KBG2A5en9axaf9muuKq5YX1cO/tHcLcWJnCb1vJzIClW6Bx8KH1tQKwuoabjvfQrumSdqStWjKXmefwclB4vPBMiCgmZOOJN9Myaq5dr1Y6j3YpZgd5wgBeffR6jnV3keY+jqkIKv2I2hatC5nxjkPdylHUV6j1xNdLh1hZsniPvZdgZjfDEe96DO4+8AVlQHcXnKnOkA1QXifNtWkWHqvvrWv/3QrrvthTdVC9oUV7+Tq6GbfIeDWNcOq5yWcyhc+lQX01q6jV8U9YHtPPD0t3xS4n2dncxGm3j+OgE3vtQordCVZW4dOlScKbmexoOOXZbfFITNXWZABqiqPcOVZm4wKgzNGc5M4m68t7Hxa4Xm4CjMQYuWLKFQ7aZRdmKtRddLJB8UTWHKUAvIrAAVVuM1NwrkMpKtxenbCrNhRXOdc22mjPWP+0xpvsIEVxqExDQRfgsukxjTAx1jYlTlGFKX2cWEncTEYpihn6oelsUBfJQmLEMRsWy4FDfhhgc3pe1BsOtAW7cuB/Xrt8HB4ebt27h6rWrQHDX6hTp1XxpzwcZa3stnVdk7zq+Dp1/baf50DiXul0jz9w/mucsG8NKblPtibuo7aI2887rHCAlFbKInYBHG06X9a1p3uRY5Z666F523N39XRxcOcDvf+ozeOmFF2ANc6mj0SjWWge4ymhVMYjIQkWo6w6vreCc89TakGRDstVbg6oycKFSpoVl9x7bdAsSDst7Nu4Yw+WqtbO7gGQ7eYn3iZsUMCKALccuRR21rfWaa5Hz294T8r0OUdXtpV9rLerQvnYclURglygETpyMCWWsOY2hJFHOVaBDl+FEwN+oucrBOWk+ilqGfZAJoGDUcD6GspLJ4ngl4xMInA+grDHc66GqK5wcncDaDLPpFEUxS5tOuD/nOSGOr7k8iq893v7Y2/HWd7wdg+FWVG80+bPkU6qfbZu6NrRVQazNMbZ/62t2AvyK67Xrul1jjZ+F10DiEWQzmf8MAt5QQ80apbV5dNbv5wKpa2da1rbRhpKIHF2kFLDKT/u8eWz5Mnb9omiVaxhj8ORTT+J9T70HN2/dxM7OLoyx2Nra4tyYQb+3vb0dxVqZIOKzKteS61mbRc5Sq0DEUCNO5uIFkHSFTS4QSFycBjgBNh0lNo/D9EAsJy0g1agw0BL5tXFHuxq1XZu08ShTsfaxjdKjstqjafAyxkS1gy6AKOMSUb8d6eWci0bC0EGw5jeLtsl9VnWtkp1IMUJevFmmo8DYgFWEQnvOe0ynU0zGE0hYaVVVMV+D3DvXm6pQljPcevgW3vXE4xhub/NGyaJNejZEiMaYNWgeQ7Vofa16/rxzzitdLlM5JIDUcf5nwbzRXgEx0tHzc6ixkzU4uWU74LLz4+cwCRrb7JzNoVsPMl8HtOrEWrY7z+tn2c4u3/V6Ob7qa57C7dsP4Rd+7udRfHqGPMsBzzWIDg8P0e/3w+JLfTvPnCYZDl1MoJb614DAwOVAxBFcYhBJOzufU9V1EnEUSDXvJyUjke9ZV5jEew4GYOCRjUEbe6Qv4UhTP2n8LG6BgctICWzPOQnQTJIiYrbeeHohI5gAKBHgPFvbXV0DFNzHkPwyZcPQ+lNRdSQPguQBIGAnGa+KokAWpAjx5KhrF0NTbfAd1v68VV2hrkpUVQkQhfpOk1hoUaq3pjVBoZRKhel0CpsRnvzq9yHr9Za69HStiWVzdBG123Rxn8uAbpmu9jzqga4xAIhW/a7etKqqfW7j/CW0Moe6CggtAtz0nQk/i3c4AlSezyY3+mrRuvoi/Xve92eOEeGBBx/Au554DMOtUUwHd3JyDIKH8eAfWfSG0MvzGAop4/SeqwfUvmpwXMyF8fU0V6s5RyLmUrV7lFeRPpqbNNZyVFaWSqAAFNUR0SdV6xDrpvtW29m985lRCN80xCU3xMCk3o2+hy79LMAg6uGjH60FwZJBRoZrWTnPfsAmikMRNNvjFI67DkYm7zlJNpFHyEeI2tWcsSt4Pngw1ysVS63l0tucv6GG8zU8XCxHYqxFURY4PT1lnTq43I7zPviVAiZjdcy0LHH1/vuwtb177sXRxW221R7LmIp7wYaEU7NfAAAWGElEQVRVzllH0p1HsvGDXHhf8++PJRuTfpaMR9NKgLrqDSwHIBWTv+BaZx6g/KPmz6tB7Wuucn394Fdt+853vRPvfOc7Q4TUEM888wz6/UEU7xCcw3W8toSb1i7p2M74XiquIXGk1Bgjc462MU6bJdejeExi9k0qowIgpBUsm/eOJGbrWP/2j/adbXCp5uwiB5rZnvS4dKSW9gzwTpkVIvN9VlrRKgY9LuHk67pGGdUB9szzqwN3r/XEWZaJEaCRi1aqHBRFwWV1ovGK+yjLCkdHR7FKghj/ZHzwBlVdYbSzhcff855GtdmLposEzFW5UqGuduus+/NIl+kaPv6O/Sgudh6tpUOdy2V1twYDaOBGSTKepxZxn9BsqOp3FTBajSvGSjvuvJ1wUfs2OM2jLiDT/fSHfTz2xGMY7XAlgBdeeAH9fl/p9Didn0TmaPE2s8mnVPR2bSu69sOsihJQ6eE8+1cBFAV6AMnY1BbLo9uQgBwZThQSNj7mvFzI/8nUNjaZAMoSBdTgBL2PGfhjMT/Pslo7rFKHfcqz1KBKRIDOeG9M5J6JKElCvgnG7WQ10XXKcN4EMXBxpVkDa7MYzy/PjPWujn1Ia8f+pEWJzDJI53nOuROQ1kW/10dVVzg6ehmT6TTmJ+B1JFIKMNwa4qu++quwt793Zp6tIqqvy5BcBAOzSD3wJUcE+FYp6vjVvXKoK4/hDCCJaK9/4pcBZ5W+VI4tAaZVJo0eU3sCtf9uA92i9uelpX0QcP3G/bh05TKKosTu7l7Mnem9R5Zn0eAQwRQi4ip9Z8tvM3GZiTsyREBo670PyVWy2AdzwvUZkRdoJqbWrkHeuZBEOhmnyBgu13xGn+tR1TV7EVgDY+wZI5Ch4O7kAUuGAa/DpUmTjAdoJoIxATiNNVFsdmoOEZKKQzajmGhGAWxD/UGI0W6sMrGxKoKMzSgjU1mUMOAqAL0QGirqEYCzVgkYz4oZTk+Og0uVDlYwyPMMV65dxof++B/FtQeuN+bWMiZk2TpYRsvarLpOXgkJsxMPiAITkv6OP1gmwnv1s7r670Ic+7s5VxkUJbeDYACRsWnxcFUd0JfsjnYB1O/3MBqN8NnpZ3H16tVGpiQdHRS5PZINBg3rdJsbFNEFCNFSrkIv78X3EBe/AKgVPVLST7ajiqRHE9yP6mDoISTOOOpoxSpOykoPjocXrtpQKmvSNljJPWhxWi9KGX8CKMRn1tCvglLeVsXhSp/t87WaQRJ+63HVatMRlYeEEnctQB+MdEn3jFBahYLBzMXyOUVRoApF81iAIGSZxc1bD+Brv/4DGO3uBh/1ZGVZx/iziNoqlVVpmdFrXr9dkmSXcWiZCH/m+mgakrq+77qHhSqIJfhzbg51tV1GdgCwTGUY8SNDCorcAxugWlzsBVGXKP9K7JLrjKeLOyADXLnvCuqq5Oge51D5GrbHxfr0pIkRQuLSpERTsgZ1cDUjooYu1FqLvN8PhQ+T0YlLdJiYZBsAyPsoyutxR85OcYNEFGP0236qWuqIBjPHIaBscDurQ5W2cq9yHfmtryH3LYEP8myEq9TjNp4NU3Lv0l6DtDwzra8V4G+PT9QiJOqLqmKOP7PR0CWcqyOg9s1qACZEZkF5H/R6Pdi8j7IqOPeBd/DkcOeNt/H1H/xG7OztQlwKu2wL68zri5bE2s9n3X7nqcTmtZt3TjgwF01IRBWVxk8D9zzwXiYdX1ik1MIdJLz8xJnqETaafUlQe1c/70Rrn7+KHne0wzH+vZyTUefB/UYAQ/t6MsA0RRLWqyZR3LQWmBeOJryQCCASPeUTx6ev46kZcun5op2coXYrYid/zSGrdHzOxUghzYHqZ6QBus09aNeptlVeA6MGMCf3FrhCDaSik24HEEQitSG03q3zPobsOudCBn+pN5WeZd3SFbN3RlrIWcbvzgY3LW88treHuPXgTXzgG74B/a2BDKUxJk3tZ9jeCNt0Hi52lX5W5XS7ONSu8azSX2PDh0z1js06/setNGfcpgi0c8alae1IqXlt+CLNdsIhiWRCysq/Lkit0r7rBSw6v/Hwl+yCi663SGe16ngY3wi9Xo7LV6/AgkXgKoBGlrGrlIj2WZY1JgygSoeARUlrTIhYTuN1QVcIELI8idggAWhqcGZE7J8KTwkcw4WJ0jOMuldXc0UAq5KfANHoI6oFeQZ6sctxzXlqMJVzNNfZfqYalNuqgzbn3C4CKH3LuaIGqOsavV4vllVpSgp13LjKqgIVBScBJynPApRliclkApgQzkuseoDokUUVEcqRA4jlb8gQdna38HUf+NoIpsJ5zROnl83b9vfLVAXrqgDa5+rrrAK6+n20x7dIkpnXhvhgXC/8nU9cnu9+Zu3nGdu8GhxqouR2AApiZxQaX1l6rUT4iyF+Zllmsb07wuRkHCdVXdeYFbOWMz5bl51nTkh8UoUkaYpzLoRaEshTg2MVgUjel7VpOjR0jyYUAwwqALizEzjqO33wNPYh/URrYbQ5AT3x26Gp+vpa/O8CQA2ymlPV1QQ0dw+g4R2guWrN3Trn2BpvTCyP0lyw6ZpZkCKsNfHepRqqNQaWDJyXWlacV7UfJAMbNjdrDGyeoz/cQu2BQZbhvU8+if3Ll2QfZN121ww6B6fZfg/zwFODyiJublVaFfT18573e975jbYQiw6TF4PTCpChOV7NqXbRK5ccJSzSyKHGw+cXn+8VMC8KcNs76EWRgMfOzi6KSRFBKs9zZDbl+EyTLS1+ScDhvY+6zcZk8wKSoUa8tQCawKUNTzIe6Ucc041pttEAJG3FWAMrCVXOJmPRXKrcl3yWZ3vG8m9SZYE2oLbVIbpvHaWlxXVpE8X2lr5Vb2jMnfOSlDHIOSIxRDG9Ad4Uy9zYrHfGz7XJFXMCcO8RQJxw//3X8NDth+HFwXwJt7bsuKZlHO480FoF0JZxvfNoXpsuaW/RGM4L+uvcTxedu+ppd3tAyfcwwplS4oZW72s5C77qeeteZ5U264pBq5BMkJ3dEV549jkUwRfTKjDV16ewyNnZu7kbAwgO5MGwZOLLSWNvbdACHvK3BgsTSpjExBxqQ9FlQkREJiJkBiCw65C1wZeydk09quJGtWgOdIN1m5Nqj0H732rPB61SaOtqdX9VVTVyBMi4GIw9MhueoUeItEo+wXJNa7OYvMQYE/1smxuXh3MVasdWfElEHd3RrMVotIVHHn0zbGYVe7VcNdUlaq9CZ0TlJZ/nHdNjWuXai9quOob2+XOBNrWA5lexkO9s9bHgnhZa+fUE1nRGp9D6m8V89erXxJ15IKcX1zrnrXPdZdeY175rB50HxIu+A4DBcIDMZsiCPo2t181zJIacQSKEPNZ1dMmRqCrxr5RJQ6TH1hy/JJ3WkzHFwjcTmABJJ9qOqCKRThAs+GA9rBQN1GCtuQzpD2iXyO4W3TVn2aU6kDY6HLXrHjTYSZlm+U6PRfx9ETj2YlZE31jhzON1wZmuNOC271lcpRI365EFtUtdl7j//vtw/wM3+JKYvxa75l5Xm3bbdY/pvud93zW+eX0sokXtu/pc1I/6oH6TwtHVudllbc4t8s8F1ciS0tpAei90r2D6So2hvXhX4bLzXi+WJEk+kOn7CGTBR5GI9XticDICcEp01qAl+U49mmBExIYVD86ZKgBhKYml4lZl5nCNGlwAjzxnZ/rERaRrNmL/FWfZNh5x4pWaOVw0dWjC8Ym3gdyvAKUcl+vJ2OZxvQAa7lb6vhwPHgDnCBDHfTHoEZK/sISiSh8SrprUFYhjqspQeaF2oMzDWEK/n+Pt73hbKBd+PslrkaiuSR9rc3ntdvP6mddH1/nzxrfoPlZp38XNNr7ngyn7l4x36SjS+Je9hwuveirczLrwtspOs0gBfa/932v7dWnR5Oj1evySqxrOiFtTApmYzYgoJuEgYxq1qrxny7OlptUbUCIvJQ4tJjdxFZyrYAziYgbYyCT6WR82TQouWCk8sqkPlV3AueD0TxSzRXVxmkACL61j7BJzdaBDFerX62erNwrtr9tw/fJ+7t/tY+KOFjlaAJWr4bhcX0xKU9U1bE6gjODJRy60rqt4f8m2YFB7x4BMFL3ZKJQlH+2M+DnTcs5oHoC272cZLVtnbVCd167restAcV7/5z2vsy03gm6yDmgvowvVoa5Dq4Lgoh3nXtt/qRIbOCy8A0wm6e9SUmjnOLFGnucxwkiHinpC5GCFo+ya5KxHVZmkTKpxJTpWSSitOVwQoXY1x2kgbAC+6aLEY64xm81gg7sRAIBUXlLFMWujVJuDjMKO92c4PVkIbVWBNkC1AwH0PNHcbJvT1v3JBqW5VqN8XInYct8VgCH3IRyp9o2tawfUSQdrHeub+4O84XWxjPvTbRa1m9dmEZjp9vNAp318HU533vgWjbtrra8D8BRBtXvMbW503t9turAy0nGiafMTYW1j1Jn+VgTFpZzzCqL2K02rTGYguNhYC2e5GBuI9W0GYjVnl6m65lRxzjsYr9yFTBK7yadFLRQBx/vozyjA4yFZ+kXH2uT4JGuSMYZdo0S8FfWUMTBoWr/1NQF2gmcuLQQmKPASEvGc76NqZJTSIKdF/DYQik+nPG+9sPS19HllWZ6Ze9FQpIC7rmtOuhLGEUNtnYvPrp2VigCUVRWr0XrvJWYrjY8ZWOzu7gZDIJAWfXJJ1POli5ob0mIQnLeel3GqXectAst1uL9VONI2UM5TRXT2LxZZ370W5z2/ZVzsPblNNSaLfri++X0XLdJHrMKJSh/rjvWVoFV0K206o9+Rzx6wIVlI6Uvk1oCMdmmScMegt7OEylVJrLbJ+FKHOHEtRgMqBV6HmxEFOyVZA6gAqIYY7KQcByJnBmJfV6+s+JL02VBK6mKUysBYA+8A8omTlHFodYAENTAn2+Qs9bNvc+KiCxWfXN2/voa0d87FfAJAAnVAqqU2fRDF4JfUHYSqrJDl7NHA7mIhcirUhsoyC9Lx/iFfK1nxvGC1ys7OThirvmICU97oZC9a3R9zHuc1j+vT7759vP3donW5Kje5qK9lXPQ8kO2+hzCXlUFqFY552bjv2Q/1DJiu0H7R8VVActFNd+6a8t2KY5x3rVXv8zwAq4koPVepU9ScxDphM7valBL+GVaZ92xYEg5Uxt++n7MirdYddt+D1FZyvqXcD4BgrIm6VSBwpyozlVYLyP0m7ou5Bx1SKn0bQ/Cowz0RvE9uXhrw5d6IknfAPADWz6Idxqo5WRERveJsfdgItJu9ZIWqvagvqijqUwC+sipVH2khO+fgw/Pd3h413lebUwXS8XlTTdQk6lPjGcWgtzlLbp4IvwoYLuLy1mWE5oE2b+aIaqt1+my+17PjOq9EuzKgzuWoLogW6S/WOfcMKTEKUZRlkbPrOov6mrc7ztsV2/0t22ERhkjGIOtxGeHkOhTckAzBIdVLQgBC8YHs+R5QMbcKGyKc6u44eAAh+UmgEBFVuxrWhxysjsMjnQdnaPKeuUpwXlAGKQdy4RkY5qjrKqgBjIm5TSlwfyL+UkiOghBB5D1noES4T+89vCGQdwBx+RLvHXxdwZgMniz3HzjmuHl4FqOryrGKQnxHbbhbD7iqAEAwZFDWJYM4WEVVB99dGIIhduJ33sMgpDoUsd97eM/5aK3J1DuVHz7PA1zquZ4h9yZtQOGfq+pQ6prVJzAeO7u7DW6YNzpRJ/h4TM3OeDzOc6+Ta6v1Jf7IHiliCE1DzSq0HMTaY1q/74VSbut315jmcstzuNHETJwP42gdZN/Qhja0oQ3Np1e06umGNrShDX0l0QZQN7ShDW3ogmgDqBva0IY2dEG0AdQNbWhDG7og2gDqhl5TIiJPRN/2Wo9jHhHRZ4joI6/1ODb05UEbQH2dEzH9IhH9ChHZ1nePE1FBRH/htRrflwG9F8A/f60HsaEvD9oA6uucPPvFfSeANwH4HjlORAMAPwHgZ7z3P/0aDe9Lnrz3z3vvT1/rcWzoy4M2gPoVQN77ZwD8ZQDfS0TvCYd/EMAAwNuI6Ed1eyL6CBF9Rn1+nIh+gYieI6ITIvoYEf2x1jmfIaLvJ6J/SUQvEdGzRPRDba54GRHR/UT000R0l4gmRPTLaswgog8ENcGHiOj/ENGYiD5ORN/U6ufdRPRrRDQlok8S0Z9pi++hn79JRP+FiE6J6AtE9N0d9/WR1ueF90lEQyL6d0R0SEQvE9GPENE/JaJPrfMsNvTlRxtA/Qoh7/1/A/BjAH6CiL4ZwF8F8O0AjlY4fRfATwP4AIDHAfwPAD9LRG9qtfsuAM8AeBLA3wDwtwB8x6pjJA5N+a8AHgXwYQDvA/AsgP9FRFdazX8IwD8B8C4AvwHgZ4hoP/SzBeDnATwf+vgOAN8N4FrHZf8BgF8G8G4APwDgB4noW5cMddl9/gCAPwl+vk8BOATw15b0uaHXA0mo1ebn9f8DYBvAJ8FpT74vHPtlAD/aavcRAJ9Z0tdvAvj76vNnAPxsq80vAvipJf14AN8W/v7G8Pmt6vs+GLy+N3z+QGjzrarN9XDsm8LnvwLgBMCeavNoaPOR1rX/Y2s8Pwng/7bu6yOr3md4xjMAf6nV5tcAfOq1ngObn1f2Z8OhfgWRZ13gPwMDyT9c9TwiuhrE1k8EUfwEwNsAPNRq+v9an58GcN8aQ3wbgBe99x9XY54B+PXwXee1vPdfBG8Scq23Avhd7/2havMJAHc7rvmrrc+/Es5fRIvu840AemAAXXSdDb0O6ZWrerqhL1UqAcB7LynuJeOGprz1+ccAPAjgbwP4AwATsAqg12pXtD57rK9W6kouQR3H29dC61rnTVKxSkaMVe5zkyTjK5A2HOqGngPwQOvY463PXwvgR7z3P+u9/22wCH7nFRjL7wC4QkSRQySiPlgP+jtr9PNxAG8hoj3Vz5sB7He0far1+f0AfneNa7XpU2DAff+S62zodUgbQN3Q/wbwQSL6c0T0RiL6uwC+ptXm9wD8RSJ6BxE9BuCnAKxlvV+RfgnARwH8JBH9ESJ6O4AfB3sj/Js1+vlPYB3qjxPRO4noSQD/HsxZtznHDxPRXyeiR4jouwD8edyD32lQq/xbAP+IiD5MRG8ion8M4C0d197Q64w2gLqh/wDgXwP4V2Br+S0AP9xq853gufJRsBX+FwF87KIH4r33AL4FwCcA/PdwjesAPuS9f2GNfsYA/gRYr/kxsL/tvwCD7LTV/PsBfBBsZPt7AL7He/+f7+1O8HcA/BzYwPVRAAdgtUn72ht6ndEmH+qGviKIiB4CW+i/2Xv/c+GYB/Dt3vufeBWu/0sAXvbe/+lX+lobeu1oY5Ta0OuSQn6Ap8FGtIfAgQx/COB/vgrXfgdYD/2rYMPdtwP4ejDXvKHXMW0AdUOvV7oM4PsA3ADwEtgd6s8GN6xXmjw4cOKHwaqSTwD4U977X3gVrr2h15A2Iv+GNrShDV0QbYxSG9rQhjZ0QbQB1A1taEMbuiDaAOqGNrShDV0QbQB1Qxva0IYuiDaAuqENbWhDF0QbQN3Qhja0oQui/w8jS285WfmrDQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "subscription_key = \"a11059e389a44583916a080880f590e6\"\n",
    "assert subscription_key\n",
    "vision_base_url = \"https://view-summer.cognitiveservices.azure.com/vision/v2.1/\"\n",
    "\n",
    "celebrity_analyze_url = vision_base_url + \"models/celebrities/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603541727115&di=1fce44655650561f2347143eb796724f&imgtype=0&src=http%3A%2F%2Fimgwww.heiguang.net%2Fuploadfile%2F2016%2F1101%2F20161101052227509.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'celebrities'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    celebrity_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"celebrities\"] is not []\n",
    "print(analysis)\n",
    "celebrity_name = analysis[\"result\"][\"celebrities\"][0][\"name\"].capitalize()\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(celebrity_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
